{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# WNTR Earthquake Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Python packages, including WNTR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pylab as plt\n",
    "from scipy.stats import expon\n",
    "import wntr\n",
    "\n",
    "np.random.seed(12345)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a water network model and define earthquake characteristics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "inp_file = '../networks/Net3.inp'\n",
    "wn = wntr.network.WaterNetworkModel(inp_file)\n",
    "wn = wntr.morph.scale_node_coordinates(wn,1000)\n",
    "epicenter = (32000,15000) # x,y location\n",
    "magnitude = 6.5 # Richter scale\n",
    "depth = 10000 # m, shallow depth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot location of epicenter on the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x18cf11c4f40>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wntr.graphics.plot_network(wn, node_size=0)\n",
    "plt.scatter(epicenter[0], epicenter[1], s=500, c='r', marker='*', zorder=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Generate the earthquake scenario"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Min, Max, Average PGA: 0.14, 0.27, 0.22 g\n",
      "Min, Max, Average PGV: 0.21, 0.63, 0.43 m/s\n",
      "Min, Max, Average repair rate: 5e-05, 0.00015, 0.0001 per m\n",
      "Min, Max, Average repair rate*pipe length: 2e-05, 1.00628, 0.05147\n",
      "Number of pipe failures: 16\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8SJ2WppptysGHH8nBhx8Z+z7V1dV06RJrLre0FMQ45m8xt4nIZiooreKDqcu4680pHP3Ap1z73FieG7FECV6kEXVTzQIbppqtM2PKJG645ByuOu9UbrjkHLKiUewmjBnJnTdeDUBBfj733NyfK84+iesvPpv5c2YC8M+/PMz9993Dj667jF/f0/RoejU1Nfzlwd9w3QVncMXZJ/H2ay8CUFpSzA+v6cfV55/G5WedyNAhg752bm52Fleddyozp05um4fRhCZ/ntQb8W5nM/tJvV09gERSoxLpRFYWlPPp7JUMmbWKsYvz1LVNJKbmpprde7/9eeE/g+jSpQtjRwzjyUce4C/PvvKV85/6y5/odchh/PX51xk3aji/vuc2/j1kBACzZ0zlpXc+Zsuttmry/u+99Srbdt+ON/77BZUVFXzv0vM44dQz+Oa3d+Px515l2+49yF+Xx3cvPps+55y/4bysRQv4nztu5v7H/kGvgw9NwpPZSCPeiaTA0nWlfDxzBYNmrGTq0vWpDkekQ2puqtniokJ+fe/t5CxZhJlRXV39tfOnTBjLX54JE/9xJ53K+vx1FBUWANDn7PObTfAAY4YPZf6cWXw26AMAiooKyVmyiF2/9W2efOQBJo8bTRAErF65grw1qwHIX5fH3Tf357FnXma/Aw7c7GfQklaNeGdmAbCtuxcmPTKRDLN0XSn/nbGCQTNWMD23INXhiGSEpqaa/cejf+SYE0/hrwNeY9nSHH5w1YVfP7mRuVvqpn7daqs4U806v7j/EU7qc+ZXtn/w7zfIz8vjzUHD6Nq1K+efcBgV0VSz23bvwTe/vRtTJ45rlyQf5538n8ysh5ltA8wG5pnZz5Mcl0hGWFtcwcujs7j8n6M55c9DefjjuUrwIm3o0qv786N7/of9Dzz4K9uLigrZNWqIN/DtNxo996jjTuS/770NhO/qt//GjmzbvUfse5942hm8/eoLVFWFPc2zFi+ktLSE4qJCvrHTTnTt2pXxo0ewPHfphnO6du3K4wNe48N33mJQdO9kitNk8CB3LzSz/sAg4D5gEvBoUiMT6aBKK6v5ZNYq3p2yjFEL11Kjd+yS4eJ0eUuWpqaavem2H/Pre2/n1ef+wTEnnvqVfXWl9dvu/QW//ekdXHH2SWy51dY8+PhTrbr3ZdfewPKlOVxz/mm4OzvsuBN/HfAafS+9kh/fdC3X9j2dAw4+lL33+85Xztt6623424v/4tbrLmWrrbfh9HP7tvKvjq/JqWY3HGA2CzgCeAP4u7t/aWbTNNWsyEa1tc7YJXm8O3kZH89YoT7sktE68lSznw0ayLBPP+bBx/+Z6lCa1F5TzdZ5BsgCpgHDzWxPwsZ3Ip3esvVlvD1xKW9PzGXZ+rJUhyMizRj2ySD+9ucH+cP/dZ5e4C0meXd/Eniybt3McogGxRHpjCqra/l09irempDDyIVrG2u7IyJpqM85felzTvKqxtNRq4fx8bB+/+t9EUQy3NJ1pbw5Pod/T1zK2mLNvS6dl+O4+4Z329J23B2n7UoOHXesPpF2UFPrDJu3mlfGZDN8wRqV2kWA7PVV7LhjIV227qFE34bcnerSQrLXV7V8cExK8iKNKCir4u2JS3llTDY560pTHY5IWvnbuHzuAvbcfi2GknxbcZzs9VX8bVx+ywfH1GKSN7OtCWeg6+nuPzSz/YED3P2jNotCJE0sWlPMCyOX8O7kZZRVqYW8SGMKK2p5aHheqsOQGOKU5F8k7Bd/QrSeC7wNKMlLRnB3xi1Zx4ARi/lszupUhyMi0mbiJPl93f1qM7sWwN3LLOZLGDM7D3iCcEKbAe7+cIP92wGvAT2jWP7P3V9szR8gsqlqap2PZ67gmS8XM2OZRqETkcwTJ8lXmtlWEDb3M7N9gYqWTjKzBPAP4GzC0v8EMxvo7rPrHXYHMNvdLzKznQmHzH3d3dV0WZKmorqGdycv45kvF5GVp/ftIpK54iT53wGDgT3M7HXgJODGGOcdCyx098UAZvYW0I9w/Ps6DnSPaga2Bdah7nmSJKWV1bw+NofnRixmdVGLv1NFRDq8OIPhfGpmk4HjAQPudve1Ma69G7C03noucFyDY/4ODASWE05ne7W71za8kJndAtwC0LNnzxi3FtmopKKaV8dm89zwxeSVqJJIRDqPOK3rj4oW6wbS7Rm9S8929+ZK3Y29t2/Yy/hcYCpwBrAv8KmZjWg4la27Pws8C+HY9S3FLAJhcn95TBYDRixhnZK7iHRCcarrnwKOAqYTJu5DouUdzexWd/+kifNygT3qre9OWGKv7ybg4WgUvYVmtgToBYyP/yeIfFV5VQ2vj8vhqaELVXIXkU4tTpLPAm5291kAZnYQ8HPgAeBdoKkkPwHY38z2BpYB1wDXNTgmBzgTGGFmuwIHAItb+TeIAFBVU8s7k3J54vMFrCgoT3U4IiIpFyfJ96pL8ADuPtvMjnT3xc31pHP3ajO7ExhC2IXuBXefZWa3RvufJvyh8JKZzSCsJbgv5vt+kQ3cnSGzVvLI4HksWVuS6nBERNJGnCQ/z8z+CbwVrV8NzDezbkCzA+y6+yBgUINtT9dbXg6c06qIReqZlL2OPw6ay6TsthsGUkQkU8RJ8jcCtwP3EJa2RwI/I0zwmnJWUiI7r4SHP57LxzNXpjoUEZG0FacLXRnwWPRpqLjNIxJpRlF5FX8fupAXR2ZRWfO13pYiIlJPnC50+wN/Ag4Ctqzb7u77JDEuka+orXX+MymXPw+Zx9piDWQjIhJH3Alqfgc8Tlg9fxON94EXSYppS9fzmw9mMj1X48uLiLRGnCS/lbt/bmbm7tnA781sBGHiF0ma9aWVPDpkHm+Mz8E1BJKISKvFSfLlZhYAC6IuccuAXZIblnRmtbXOO5Nz+dPHczVSnYjIZoiT5O8BtgZ+TNiv/Qzge8kMSjqvxWuK+d93ZzBuybpUhyIi0uHFaV0/IVosJnwfL9LmqmpqeXb4Yp74fAGV1Wo1LyLSFuK0ru8N/ArYs/7x7n5YEuOSTmTa0vXc98505q4sSnUoIiIZJU51/euEY9XPAFTEkjZTUV3DXz9bwDNfLqJWDetERNpcnCS/xt0HJj0S6VSm567nZ29PY/4qjackIpIscZL878xsAPA5sGEUEnd/N2lRScaqrK7lb18s4Klhi6hR8V1EJKniJPmbCOd478rG6nonnGZWJLaFq4u4+62pzFpemOpQREQ6hThJ/nB3PzTpkUjGcndeG5vNg/+dQ4VazouItJs4SX6smR3k7rOTHo1knDVFFdz3znS+mLs61aGIiHQ6cZL8ycD3zGwJ4Tt5A1xd6KQlIxes5Z5/TWFtsUatExFJhThJ/rykRyEZpbqmlr9+toB/DFuoMedFRFIozoh32QBmtgv1ppoVacyKgjLufnMq47M0LK2ISKrFGfHuYuAx4NvAasKR7+YAByc3NOlovpy/hnvemkJ+aVWqQxERESCIccwDwPHAfHffGzgTGJXUqKRDqa11nvx8ATe+OF4JXkQkjcR5J1/l7nlmFphZ4O5DzeyRpEcmHUJBWRU/+ddUPlfreRGRtBMnya83s22B4cDrZrYaqE5uWNIRzFlRyK2vTSI7rzTVoYiISCPiVNf3A8qAe4HBwCLgomQGJelv0IwVXPbUaCV4EZE0Fqd1fUm91ZeTGIt0ALW1zhOfL+CJzxekOhQREWlBk0nezIoIx6hvlLv3SEpEkrZKKqr56b+nMXjWylSHIiIiMTSZ5N29O4CZ3Q+sBF4lHO2uP9C9XaKTtLFsfRk3vzSBuSuLUh2KiIjEFKfh3bnufly99X+a2Tjgz0mKSdLMjNwCvv/yBNYUVbR8sIiIpI04De9qzKy/mSWibnT9gZpkBybp4bPZq7jqmTFK8CIiHVCcJH8dcBWwKvpcGW2TDPfSqCXc8upEyqr0m05EpCOK07o+i7AbnXQStbXOQ4Pm8PzIJakORURENkOcd/LSiVRW1/Kzt6cxcNryVIciItJp7cx6egU59LIc9svfZ5OvoyQvG5RUVHPra5MYsWBtqkMREekUtqCK/WwZvSyHA6Ok3ivIYWcr3HDM+JJNH39OSV4AyCuu4PsvTWBabkGqQxERyUg7UsCBQQ4HWvaG7/1sOV0tee2eYiV5M7uAcGrZDfPJu/v9yQpK2ldufik3PD+exWtLWj5YRESaFVDLXraSgyybg4JsDrJsDgyy2dXWt3ssceaTfxrYGjgdGABcAYyPc3EzOw94AkgAA9z94UaO6QP8FegKrHX30+IGL5tvydoS+j83luUF5akORUSkw9mSCg6wpRwcZHOQZXFQkE0vW8rWlh7djuOU5E9098PMbLq7/8HMHgPebekkM0sA/wDOBnKBCWY20N1n1ztme+Ap4Dx3zzGzXTbtz5BNMX9VEf0HjFMfeBGRGLaniIOCbA62LA4OsjjIstnXlpOwJkeAT7k4Sb4s+i41s28DecDeMc47Fljo7osBzOwtwq54s+sdcx3wrrvnALi7JiVvJzOXFfDd58eRX1qV6lBERNKMsyv5HBIs4WDLDr+DLHazvFQH1mpxkvxHUYn7UWAy4aQ1z8U4bzdgab31XOC4Bsd8B+hqZsMIx8N/wt1faXghM7sFuAWgZ8+eMW4tzZmck8/3XhhPUXl1qkMREUkxZw9bvSGZH2JZHBws+Urr9o4szmA4D0SL75jZR8CW7h6nCbY1drlG7n80cCawFTDGzMa6+/wGMTwLPAvQu3fv9K0X6QAmZa/jhufHU1KpUexEpHMxatnTVnGohSXzQ20JhwRL2M5KUx1a0rSqC527VwBxX+DmAnvUW98daDjCSi5hY7sSoMTMhgOHA/ORNjcpO5/vvTBBCV5EMp5Ry15RQj80WMyhwRIOsix6WFnLJ2eQZPaTnwDsb2Z7A8uAa/j6mPcfAH83sy7AFoTV+Y8nMaZOq66KvrhCVfQikmmcPW0Vh1mYzMOS+pJOl9Abk7Qk7+7VZnYnMISwC90L7j7LzG6N9j/t7nPMbDAwHagl7GY3M1kxdVZTl67ne88rwYtIJnB2Yy2HBYs5LFjMoVFiz+Qq980Rp5/8UY1sLgCy3b3ZrOHug4BBDbY93WD9UcJGfZIE03PX893nx1GkBC8iHdDOrOfQYDGHB4s5zBZxaLCEnTKkUVx7iFOSfwo4irC0bcAh0fKOZnaru3+SxPhkM8xbWcQNakUvIh1Ed0o5JFjCEbaIw4JFHBYs7pDd1tJJnCSfBdzs7rMAzOwg4OfAA4SD4ijJp6HsvBKuf34c69UPXkTS0BZU0ctyODxYxBHBIg63RewXaPbLthYnyfeqS/AA7j7bzI5098VmjfWSk1RbUVCmkexEJI04e9lKjrBFHB4s4shgIQdaNt1MtYzJFifJzzOzfwJvRetXA/PNrBugYmKaWVtcwfUDxpGbr1alIpIa21HMEcEijgwWbEjsO1hxqsPqlOIk+RuB24F7CN/JjwR+RpjgT09aZNJqReVVfO+F8Sxao9nkRKR9dKGaXpazIakfaQvZJ1iZ6rAkEmfEuzLgsejTkH6apYmK6hpufW0Ss5ar1amIJM8u5HNksICjggUcGSzkMFvMlqZK3XQVpwvdScDvgT3rH+/u+yQvLGmN2lrnZ29PZ9RCtUIVkbbTlWoOtiyOipL6EcFCdre1qQ5LWiFOdf3zwL3AJEDjoaahPw6aw4fT1CpVRDbPzqyPEvp8jg4WcKgtoZtK6R1anCRf4O4fJz0S2STPDV/MgJFLUh2GiHQwAbX0shyOChZwdDCfo20+PYM1qQ5L2licJD/UzB4l7BO/oU+Wu09OWlQSy8Bpy3lo0JxUhyEiHUB3SjkiWEjvYD5H2XyODBayrZWnOixJsjhJvm4O+N71tjlwRtuHI3FNyl7Hz96eluowRCQtObvbWo62efQO5tM7mM8BtpTANFN3ZxOndb26yaWZnLxSfvjKJCqra1MdioikgYBaDrQcegfzOCaYx9HBfL5l61IdlqSBJpO8mV3v7q+Z2U8a2+/uf0leWNKUgtIqbnppPOtKKlMdioikSDcqOTJYSG8Lk/pRwQK6a1pVaURzJfltou/u7RGItKyqppbbXp+kwW5EOpntKN5QSj82mMshtistgNAAAB8BSURBVIQtTJ2dpGVNJnl3fyb6/kP7hSNNcXd+8/5MRi9SX3iRTLcr6zg2mMuxwVyOCebRK1ia6pCkg2quuv7J5k509x+3fTjSlFfGZPPWBP2HLpJ5nJ62muOCORxrYWLfM1id6qAkQzRXXT8p+j4JOAj4V7R+Zb190g5GL1rL/R/NTnUYItImnH1tOccHczaU1tVITpKluer6lwHM7EbgdHevitafRnPIt5ul60q54/XJ1NSq64tIR2TU8h3L5bhgTlhaD+ays2mOCWkfcfrJf5uw8V3dT81to22SZCUV1fzwlYnkl2pYSZGOwqjlAMvl+GB2VFqfwzc0zaqkSJwk/zAwxcyGRuunEU5YI0kUTjozjbkri1Idiog0o2FSPy6Yo7nTJW3EGQznRTP7mI0j3/3C3TVZcJL988tFfDxTj1kk/Tj72TJOCGZzQjCb44PZKqlL2ooz1awBZwH7uPv9ZtbTzI519/HJD69zGrVwLY99Mi/VYYgIAM6etooTg1kbEvvOVpDqoERiiVNd/xRQSzhW/f1AEfAOcEwS4+q0VhaU8+M3p6B2diKp803yODGYxYmJ2ZwQzGI30/gU0jHFmqDG3Y8ysykA7p5vZlskOa5OqaqmljvemEyehqwVaVc7UMgJwWxOCmZxQjCLfQK9KpPMECfJV5lZgnDmOcxsZ8KSvbSxPw2ay6Ts/FSHIZLxtqacY4O5nBjM4uRgJgcF2akOSSQp4iT5J4H3gF3N7CHgCuDXSY2qE/rv9BW8MGpJqsMQyUhdqOZwW8RJwSxOSszkKFtAV439Lp1AnNb1r5vZJOBMwIBL3H1O0iPrRLLzSrjvnempDkMkg4Qt4E8OZnJyMIPjgzlsa+WpDkqk3cUpyQPsBJRG3el2NrO93V3FzjZQWV3LXW9OobiiOtWhiHRoO7Oek4KZnJKYwUnBTL5pevUlEqcL3e+A3sABwItAV+A1wjHtZTM9OmQu03PVHUektbpRybHBXE4JZnBKMIMDg5xUhySSduKU5C8FjgQmA7j7cjPTHPNtYOjc1Tw3QhUiIvE4B1oOpwTTOSWYwbHBPLqZhnwWaU6cJF/p7m5mda3rt0lyTJ3CqsJyfvr2tFSHIZLWdqQgLKknpnNqMEOD0Ii0Upwk/28zewbY3sx+CHwfeC65YWW2mlrnnremsk794UW+oivVHB3M59RgOqcG0zkkyEp1SCIdWpzW9f9nZmcDhYTv5X/r7p8mPbIM9szwRYxZrBG0RAB2t9WcFkzntGAaJwaz1ApepA3FaXi3NzCiLrGb2VZmtpe7ZyU7uEw0c1kBj386P9VhiKRMNyo5PphDn2AqpwbT2TdYkeqQRDJWnOr6t4ET663XRNs0dn0rlVfVcM+/plJVo4HppXPZy1bQJ5hGn2Aaxwez2VIN5kTaRZwk38XdN7w8dvfKuGPXm9l5wBNAAhjg7g83cdwxwFjganf/T5xrd0QPfzyXhas1JaVkvm5UckIwm9OCafQJprJ3sCrVIYl0SnGS/Bozu9jdBwKYWT9gbUsnRePd/wM4G8gFJpjZQHef3chxjwBDWht8RzJiwRpeGp2V6jBEkmZ3W83pwVROD6ZyYjBLpXWRNBAnyd8GvGZmf4/Wc4EbYpx3LLDQ3RcDmNlbQD9gdoPj7iLDp65dX1rJz9RdTjJMV6rpHczj9GAqZwRT2C9YnuqQRKSBOK3rFwLHm9m2gLl7Uczq+t2ApfXWc4Hj6h9gZrsRDrZzBs0keTO7BbgFoGfPnjFunV5+/f5MVhVWpDoMkc22EwWcnpjC6cFUTglm0N3KUh2SiDQjTuv6YcCNda3po/fnA4DDWzq1kW0NW5z9FbjP3WvMGjs8Osn9WeBZgN69e3eoVmuDZqzgo+lqPSwdlXOILeGMYCpnJCZzRLA41QGJSCvEqa7/EzDYzJ4kLJ33BW6KcV4usEe99d2BhvV5vYG3ogS/E9DXzKrd/f0Y109760oq+c37M1MdhkirbEkFJwczOSOYzBmJqZroRaQDi1NdP8TMbgU+JWxwd6S7r4xx7QnA/lE/+2XANcB1Da69d92ymb0EfJQpCR7g9wNnkadR7aQD2JV1nJmYwpnBZE4KZqrRnEiGiFNd/xvgKuBU4DBgmJn91N3/29x57l5tZncStppPAC+4+6zoBwPu/vRmR5/GBs9cycBpaogk6co52LI4K5jMWYlJHKrhY0UyUpzq+p2AY929DBhjZoMJ38k3m+QB3H0QMKjBtkaTu7vfGCOWDiG/pJJfq5pe0swWVHFCMJuzgkmcmZjMt21dqkMSkSSLU11/dzSU7QHuPs/dswn7vksT/vDhLNYWqzW9pN52FHNGMIWzE5M4NZiuceFFOpk41fUXAf8HbAHsbWZHAPe7+8XJDq4j+nzOKt6fqmp6SZ3dbQ1nBxM5J5jEMcFculhtqkMSkRSJU13/e8KBbYYBuPvUqDGdNFBSUa3W9JICzsGWzTmJiZwTTOTAICfVAYlImoiT5KvdvaBBP/YO1Ve9vTz2yXyWF6g6VJIvQQ3HBPM4N5jA2YlJ7G4tjjQtIp1QnCQ/08yuAxJmtj/wY2B0csPqeKbnruel0UtSHYZksG5Uckowg3ODCZyZmMw3TJMdiUjz4iT5u4BfARXAG4Rd4h5MZlAdTXVNLb94Zwa1qt+QNtadUk4PpnBuYgJ9gmlsY2rQKSLxxWldX0qY5H+V/HA6phdGLWH2isJUhyEZYkcKOCsxmfOC8ZwUzGQLq0l1SCLSQcUpyUszlq4r5fFPF6Q6DOngvkke5yUmcF5iAsfYXBKmaiER2XxK8pvB3fntBzMpq1JJS1pvD1vF+cF4zk9M4MhgYarDEZEM1GSSN7NH3P0+M7vS3d9uz6A6ik9mr2LovDWpDkM6kL1tBecH4zg/MV5DyYpI0jVXku9rZr8G/hdQkm+grLKG+z+cneowpAPY15bRNxhH38Q4DgyWpjocEelEmkvygwlnndvGzAoJ54f3um9379EO8aWtp4YtZNn6slSHIWlqf8vlgsRY+gbj+E6wLNXhiEgn1WSSd/efAz83sw/cvV87xpT2lqwt4ZkvF6c6DEkz+1kuFyqxi0gaidOFrp+Z7QocE20a5+6d9kW0u/OHD2dRWaPxwCWsir8gGMcFibEcEOSmOhwRka+IM0HNlYQT1AwjrKr/m5n93N3/k+TY0tIns1cxTI3tOrW9bAUXBOO4MDFG79hFJK3F6UL3a+AYd18NYGY7A58BnS7Jq7Fd57W7reGCYCwXJsaoVbyIdBhxknxQl+AjeUCQpHjS2tNfLlJju05kF/K5IDGWixJjOEr92EWkA4qT5Aeb2RDgzWj9amBQ8kJKTysKynhm+KJUhyFJtj1F9E2M56JgDMcFcwg08pyIdGBxGt793MwuA04mfCf/rLu/l/TI0syfB8+jvEqN7TLRNpRxTjCRixOjOTmYSVeNFS8iGSLWsLbu/i7wbpJjSVtTcvJ5b4q6RGWSLaiiTzCVixOjOSuYzJZWleqQRETanMaub4G7c/9HamyXCQJqOS6YQ79gFH0T4+lhpakOSUQkqZTkWzBw2nKm5KxPdRiyyZxDbAn9EqO5KDGGb1p+qgMSEWk3cfrJXwgMcvdO90K6rLKGRz6em+owZBPsYau4JBjFJYlR7BusSHU4IiIpEackfw3whJm9A7zo7nOSHFPaeG7EYpYXlKc6DIlpBwq5IDGOSxMjOTpYkOpwRERSLk7r+uvNrAdwLfCimTnwIvCmuxclO8BUWV1UztNfqstcuutGJWcGk7k0MZI+wTS1jBcRqSdu6/rCqCS/FXAPcCnh5DVPuvvfkhlgqjz5+QJKK5Uw0pFRy3HBXC4JRtI3MY4epgGKREQaE+ed/MXATcC+wKvAse6+2sy2BuYAGZfkF68p5s3xGpM83exjy7k0MZJLEyPZ3damOhwRkbQXpyR/BfC4uw+vv9HdS83s+8kJK7UeHTKPmlqNdJYOtqeIixJjuDwxgiMCvT4REWmNOEl+RcMEb2aPuPt97v55kuJKmck5+Xw8c2Wqw+jUulJNn2AqlydGcEYwmS30nl1EZJPESfJnA/c12HZ+I9s6PHfnYXWZSxHnYMviisRwLk6MZkfL2DadIiLtpskkb2a3AbcD+5rZ9Hq7ugOjkh1YKnwxdzXjl6xLdRidyk4U0C8xkisSwzU3u4hIG2uuJP8G8DHwJ+AX9bYXuXvGZcKaWueRwSrFt4euVHNGMJkrEsM5PZhKF+t04yyJiLSL5pK8u3uWmd3RcIeZfSPTEv17U5Yxf1VxqsPIaAdZFlcmvqRfYhTfMD1rEZFka6kkfyEwCXDCaWbrOLBPEuNqV5XVtTzx+fxUh5GRtqeIfonRXJUYxsFBdqrDERHpVJpM8u5+YfS996Ze3MzOA54AEsAAd3+4wf7+bGzAVwzc5u7TNvV+m+rtSUtZuk4DqrSVgFpODmZwVeJLzg4m0s2qUx2SiEin1FzDu6OaO9HdJze338wSwD8IW+fnAhPMbKC715+3dQlwmrvnm9n5wLPAcXGDbwvlVTX87fOF7XnLjLW7rebKxJdckRjObpaX6nBERDq95qrrH2tmnwNntHDtY4GF7r4YwMzeAvoBG5K8u4+ud/xYYPcWrtnm3hiXw8pCTUKzqbpRybnBRK5KDOXkxKxUhyMiIvU0V11/+mZeezegfp+oXJovpd9M2Jr/a8zsFuAWgJ49e25mWBuVVlbz1DCV4jdFL8vh6sRQLk2MZHsrSXU4IiLSiOaq689w9y/M7LLG9rv7uy1c2xrZ1uhYsWZ2OmGSP7mJez1LWJVP796922y82VfGZLO2uLKtLpfxtqGMixJjuCYxVEPMioh0AM1V158GfAFc1Mg+B1pK8rnAHvXWdweWNzzIzA4DBgDnu3u7vcgtKq/SVLKxOEfYIq5JfMFFiTFsYxWpDkhERGJqrrr+d9H3TZt47QnA/ma2N7AMuAa4rv4BZtaT8MfCd929XfuwvTAyi/WlVe15yw6lByX0S4ziusQXHBjkpDocERHZBHGmmt0R+B1hVboDI4H7Wyp1u3u1md0JDCHsQveCu88ys1uj/U8DvwV2BJ4yM4Bqd++9GX9PLAVlVQwYuTjZt+mAnKNsAdcmvuDCxFi2Mr3KEBHpyOJMUPMWMBy4PFrvD/wLOKulE919EDCowban6y3/APhB3GDbysujsygqV9/tOj0o4dLESK5NfEEvjR8vIpIx4iT5b7j7A/XWHzSzS5IVULIVV1Tz/MglqQ4jDYTv2vsnPlOpXUQkQ8VJ8kPN7Brg39H6FcB/kxdScr0yJouCss77Ln4byrgkMYr+ic85SMPMiohktOa60BWxccz6nwCvRbsCwiFof5f06NpYaWU1A0Z0zlL8gZZN/8RnXJIYxbamwX9ERDqD5lrXd2/PQNrD62NzWFfSeaqlu1FJ32Ac13f5jKODBakOR0RE2lmc6nrMbAdgf2DLum3uPjxZQSVDeVUNzwzvHC3qe9oqrkt8zlWJYZrSVUSkE4vThe4HwN2Eg9lMBY4HxtDy2PVp5c3xOawtztyBXAJqOT2YwncTn9En0e4T+YmISBqKU5K/GzgGGOvup5tZL+APyQ2rbZVX1WTs6HbfoJCrE8Po3+Uzdre1qQ5HRETSSJwkX+7u5WaGmXVz97lmdkDSI2tD70zOZVVhZpXiD7eF3NDlEy4Mxmq+dhERaVScJJ9rZtsD7wOfmlk+jYxBn65qap3nMuRdfDcquTAYy3e7fMIRQWb8TSIikjwtJnl3vzRa/L2ZDQW2AwYnNao2NHjmSrLySlMdxmb5Nmu5vstnXJP4Qg3pREQktrit649i49j1o9y9Q/RDc3f++WVHnS/eOSGYzQ2JTzgnmEjC2myGXRER6STitK7/LXAlG6eWfdHM3nb3B5MaWRsYtTCPmcsKUx1Gq2xJBZckRnFjYojGkRcRkc0SpyR/LXCku5cDmNnDwGQg7ZN8R2pRvxtr+G6XT7kmMZTtrSTV4YiISAaIk+SzCAfBqRsLtRuQ9tlzRm4BIxeme5cy51iby01dBqtKXkRE2lxzY9f/jfAdfAUwy8w+jdbPJpxTPq2lcyl+C6q4ODGamxKDOViTxIiISJI0V5KfGH1PAt6rt31Y0qJpI1lrS/h45opUh/E1O1HA9V0+pX/iM3a2jtVWQEREOp7mJqh5uW7ZzLYAvhOtznP3tJ6r9dkRi6lNo5rvgyyL73cZzEXBaA1cIyIi7SZO6/o+wMuE7+YN2MPMvpeuE9TkFVfwn0m5qQ4Do5Yzgin8IPExJyRmpzocERHphOI0vHsMOMfd5wGY2XeAN4GjkxnYpnp9XA6V1bUpu/9WlHN5YgTfT3zMPsHKlMUhIiISJ8l3rUvwAO4+38y6JjGmTVZRXcMrY1LTkG0X8vlelyH0T3yuLnAiIpIW4iT5SWb2PPBqtN6fsDFe2hk4dXm7Tyd7oGXzgy6DuCgYzRZW0673FhERaU6cJH8rcAfwY8J38sOBp5IZ1KZwd54fuaS97sZpwXR+mPiIkxOz2umeIiIirdNskjezAJjk7ocAf2mfkDbNmEV5zF1ZlNR7bEEV/RKj+EFiEAcEqW/cJyIi0pxmk7y715rZNDPr6e457RXUphiQxFJ8D4q5PvE5N3YZwi62Pmn3ERERaUtxquu/RTji3XhgQ4syd784aVG10qI1xXwxd3WbX3c31vD9LoO5JvEF21j7vusXERHZXHGS/B+SHsVmeqGNS/EHWRa3dPmIC4OxdLHUdccTERHZHM2NXb8lYaO7/YAZwPPunnbDteWXVPLO5LZ4P+6cGMzi1sSHnJqY0QbXExERSa3mSvIvA1XACOB84CDg7vYIqjXemrCU8qpNL20H1HJeMJ5bu3zIYUF7tc4XERFJvuaS/EHufihA1E9+fPuEFF9NrfPa2E0b/KYblVyWGMEtiY/YO1jVxpGJiIikXnNJfsMkNO5ebWbtEE7rfDF3NcvWl7XqnO6U0j/xGd/vMlgt5UVEJKM1l+QPN9swH6oBW0XrBri790h6dC14ZUxW7GN3Zj03dRnM9YlP6WGt+2EgIiLSETU31WyiPQNprYWrixmxYG2Lx+1uq/lR4iOuSnxJN0vrGXJFRETaVJwudGmppXfx+1sut3UZyMXBaHWDExGRTqlDJvniiuom54w/zBZxR5cPODcxsZ2jEhERSS8dMsm/NzmX4or6Xfad44M53J74QH3cRUREIklN8mZ2HvAEkAAGuPvDDfZbtL8vUArc6O6TW7ruxjnjnT7BVO7s8gG9g/ltG7yIiEgHl7Qkb2YJ4B/A2UAuMMHMBrr77HqHnQ/sH32OA/4ZfTepuKKavNWFnBtM5K4u73NIkJWU+EVERDq6ZJbkjwUWuvtiADN7C+gH1E/y/YBX3N2BsWa2vZl9y91XNHXRirJSBmz3AntWZwMJFrJvEv8EERGR1Krpvtsmn5vMJL8bsLTeei5fL6U3dsxuwFeSvJndAtwSrVac9csFM9s2VGlgJ6Dl/omyufSck0/POPn0jJNuCsABm3JmMpN8Y0Pk+SYcg7s/CzwLYGYT3b335ocnTdEzbh96zsmnZ5x8esbtw8w2qctY0NaB1JML7FFvfXdg+SYcIyIiIpsgmUl+ArC/me1tZlsA1wADGxwzELjBQscDBc29jxcREZH4klZdH01qcycwhLAL3QvuPsvMbo32Pw0MIuw+t5CwC91NMS79bJJClo30jNuHnnPy6Rknn55x+9ik52xhw3YRERHJNMmsrhcREZEUUpIXERHJUGmb5M3sPDObZ2YLzewXjew3M3sy2j/dzI5KRZwdWYxn3D96ttPNbLSZHZ6KODuylp5xveOOMbMaM7uiPePLFHGes5n1MbOpZjbLzL5s7xg7uhj/v9jOzD40s2nRM47TxkrqMbMXzGy1mTU6Fswm5T13T7sPYUO9RcA+wBbANOCgBsf0BT4m7Gt/PDAu1XF3pE/MZ3wisEO0fL6ecds/43rHfUHYEPWKVMfd0T4x/13ennC0zZ7R+i6pjrsjfWI+418Cj0TLOwPrgC1SHXtH+gCnAkcBM5vY3+q8l64l+Q1D4rp7JVA3JG59G4bEdfexwPZm9q32DrQDa/EZu/tod8+PVscSjmMg8cX59xjgLuAdYHV7BpdB4jzn64B33T0HwN31rFsnzjN2oHs08di2hEm+GonN3YcTPremtDrvpWuSb2q429YeI01r7fO7mfAXpMTX4jM2s92AS4Gn2zGuTBPn3+XvADuY2TAzm2RmN7RbdJkhzjP+O3Ag4YBmM4C73b22fcLrNFqd99J1Pvk2GxJXmhT7+ZnZ6YRJ/uSkRpR54jzjvwL3uXtNWACSTRDnOXcBjgbOBLYCxpjZWHfXHNXxxHnG5wJTgTOAfYFPzWyEuxcmO7hOpNV5L12TvIbETb5Yz8/MDgMGAOe7e147xZYp4jzj3sBbUYLfCehrZtXu/n77hJgR4v7/Yq27lwAlZjYcOBxQko8nzjO+CXjYw5fHC81sCdALGN8+IXYKrc576VpdryFxk6/FZ2xmPYF3ge+qxLNJWnzG7r63u+/l7nsB/wFuV4JvtTj/v/gAOMXMupjZ1oQzYs5p5zg7sjjPOIewpgQz25Vw1rTF7Rpl5mt13kvLkrwnb0hcicR8xr8FdgSeikqa1a7ZpmKL+YxlM8V5zu4+x8wGA9OBWmCAu2vK6phi/rv8APCSmc0grFa+z901BW0rmNmbQB9gJzPLBX4HdIVNz3sa1lZERCRDpWt1vYiIiGwmJXkREZEMpSQvIiKSoZTkRUREMpSSvIiISIZSkhdpRjQz3FQzmxnNsLV9C8cfYWZ92/D+j0Yzej3aVteMcc/RMY6x6Pv39ddjXv/WthhW1sz2amq2rs28bh8zO7He+kuaHVA6qrTsJy+SRsrc/QgAM3sZuAN4qJnjjyAcxW5QG93/R8DO7l7R1AFm1sXd22wiEHc/seE2M0u4e029TeeY2anAFmb2A6A78HjM66f7+AB9gGKgxR87IulOJXmR+MYQTQZhZsea2WgzmxJ9HxCNBHY/cHVU+r/azLaJ5oieEB37tVnootGrHo1qC2aY2dXR9oHANsC4um31zvm9mT1rZp8Ar5jZzmb2TnSfCWZ2Ur3jXjWzL8xsgZn9MNq+rZl9bmaTo3v2q3ft4ui7j5kNNbM3CCcc2cDdhxAOjPJjYEd3/1qCN7MsM3vEzMZHn/3qxfSzaHmYmf01eoYzzezYaHuLz63BvRLRM5xg4TzbP6r3Nwwzs/+Y2Vwze71eLUTfaNtIC+fo/sjM9gJuBe6N/hmeEt3i1CjGxSrVS0eikrxIDGaWIByy8/lo01zg1GgksLOAP7r75Wb2W6C3u98ZnfdH4At3/35U1T/ezD6LxlCvcxlhDcDhhOPXTzCz4e5+sZkV19UkNOJo4GR3L4sS8ePuPtLC4YiHEM4IBnAY4dzT2wBTzOy/hNPaXuruhWa2EzDWzAb610fHOhY4xN2XNHgeZxOWeJ8E8szsbnd/opEYC9392Kh6/q/AhY0cs427nxjVDLwAHAL8KsZzq+9mwiE+jzGzbsCo6AcQwJHAwYRjfI8CTjKzicAzhP8Ml1g40hjunmVmTwPF7v5/0d96M/AtwgmaehEOLfqfJuIQSStK8iLN28rMpgJ7AZOAT6Pt2wEvm9n+hLNAdW3i/HOAi+tKrsCWQE++Om76ycCbUXX4KjP7EjiGr48N3tBAdy+Lls8CDrKNr8Z7mFn3aPmD6LgyMxtKmLj/C/wxSqy1hDUUuwIrG9xjfMMEH/nM3T81s9+7+wCzJt/Jv1nvu6nq/LoEO9zMekRJPc5zq+8c4LB6peztgP2ByuhvyAWo98+yGFhc7297E7iliWsDvB9NmzrbwnHZRToEJXmR5pW5+xFmth3wEeE7+ScJx+ke6u6XRlW8w5o434DL3X1eM/fY1Dlm65dqA+CEekk/vHCYexuWzh3oD+wMHO3uVWaWRZhIm7vHxgtEJX53/3399cYObWK5qWPq1uM8t/oMuCt6jbBxo1kfoH57hhrC/++19pnXv4bmBJYOQ+/kRWJw9wLC988/M7OuhCXFZdHuG+sdWkTYCK3OEOCueu+Bj2zk8sMJ3+MnzGxn4FRaPz3nJ8CddStmVr+Kv5+ZbWlmOxJWsU+I4l8dJfjTgT1beb+4rq73Paa5Y8zsZMIq9wLiPbf6hgC3Rf9sMLPvmNk2zRw/F9gn+oFWP074+j9DkQ5LSV4kJnefAkwjnGbzz8CfzGwU4axcdYYSVptPtbCx3AOEVfnTLezu9UAjl36PcHa0acAXwP+4e8Nq85b8GOgdNTqbTdh4rM54wur5scAD7r4ceD06fiJhqX5uK+8XVzczGwfcDdzbxDH5Fnbbe5rw3TrEe271DQBmA5Oj45+hmZrKqMbjdmCwmY0EVgEF0e4PgUsbNLwT6ZA0C51IBrOwH/uGRmTtfO8swkaITU43ambDgJ+5+8T2iqvevbd19+KotuAfwILGegmIdGQqyYtIZ/XDqCHeLMLXF//ffh2UAADAMBDzL2FuZ2IwOBIF/R2d5z1wzpMHgChPHgCiRB4AokQeAKJEHgCiRB4Aohb59OM4uguKsAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#This scenario assumes uniform pipe and soil type throughout the network.  These parameters can be set for individual pipes\n",
    "#PGA = 0.001 g (0.01 m/s2) – perceptible by people\n",
    "#PGA = 0.02  g (0.2  m/s2) – people lose their balance\n",
    "#PGA = 0.50  g (5 m/s2) – very high; well-designed buildings can survive if the duration is short\n",
    "#Repair rate of 1/km (0.001/m) has been suggested as an upper bound\n",
    "\n",
    "earthquake = wntr.scenario.Earthquake(epicenter, magnitude, depth)\n",
    "\n",
    "R = earthquake.distance_to_epicenter(wn, element_type=wntr.network.Pipe)\n",
    "pga = earthquake.pga_attenuation_model(R)  \n",
    "pgv = earthquake.pgv_attenuation_model(R)\n",
    "RR = earthquake.repair_rate_model(pgv)\n",
    "L = pd.Series(wn.query_link_attribute('length', link_type = wntr.network.Pipe))\n",
    "    \n",
    "pipe_FC = wntr.scenario.FragilityCurve()\n",
    "pipe_FC.add_state('Minor leak', 1, {'Default': expon(scale=0.2)})\n",
    "pipe_FC.add_state('Major leak', 2, {'Default': expon()})\n",
    "\n",
    "plt.figure()\n",
    "wntr.graphics.plot_fragility_curve(pipe_FC, xlabel='Rate of repair * pipe length')\n",
    "\n",
    "pipe_Pr = pipe_FC.cdf_probability(RR*L)\n",
    "pipe_damage_state = pipe_FC.sample_damage_state(pipe_Pr)\n",
    "\n",
    "pipe_damage_state_map = pipe_FC.get_priority_map()\n",
    "pipe_damage_val = pipe_damage_state.map(pipe_damage_state_map)\n",
    "\n",
    "print(\"Min, Max, Average PGA: \" + str(np.round(pga.min(),2)) + \", \" + str(np.round(pga.max(),2)) + \", \" + str(np.round(pga.mean(),2)) + \" g\")\n",
    "print(\"Min, Max, Average PGV: \" + str(np.round(pgv.min(),2)) + \", \" + str(np.round(pgv.max(),2)) + \", \" + str(np.round(pgv.mean(),2)) + \" m/s\")\n",
    "print(\"Min, Max, Average repair rate: \" + str(np.round(RR.min(),5)) + \", \" + str(np.round(RR.max(),5)) + \", \" + str(np.round(RR.mean(),5)) + \" per m\")\n",
    "print(\"Min, Max, Average repair rate*pipe length: \" + str(np.round((RR*L).min(),5)) + \", \" + str(np.round((RR*L).max(),5)) + \", \" + str(np.round((RR*L).mean(),5)))\n",
    "print(\"Number of pipe failures: \" + str(sum(pipe_damage_val > 0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot distance to the epicenter, peak ground acceleration, and peak ground velocity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.collections.PathCollection at 0x18cf144ed00>,\n",
       " <matplotlib.collections.LineCollection at 0x18cf14c3ee0>)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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fSzT3oBsWQb+DcEd/HEZvNKF+OSvN69DXBzetL+C5xz4nJi6Mh566kOgYlSDb29I9CwhYfib3nhbqUNqdlCZ+K5caz2Z0exWWBcJKxh02EEMkqVqi0iod/m711o1FPDNzKVHRYTw0ezIxsWpuwfa0ad/7SM1gSNLUUIfSpLLy73CHJ2G3Zx5zGaaswuPfjs/cVV9LDNhx2fsTZvRRtUTlmHX4PEoDhiRxzyPnUVXp5dF7FlBWUtvRIZxQbIaGLupCHcYROcJqCJrFrT5PShO/mUNpzSKqAwsIyB1oJBBujCfONR2XbYhKjMpxCckkc/0HJ3HvoxOprvIz854FlBarBNle7IYbKXyhDuOIrKCDQKDlfaGmrKbG9wNlnveoM79BilrsYghRjouJcZ2NTUtRzWelTYRsBs6+AxK5//GJ1NUGmHnPxxQX1YQqlG7NaY8EPYCUVqhDOZwMEO7043a5j36YtPBbuZTWLKY68DEBtqPJOMKNccS5LsFlOwlNqP5rpW2FdHri3v0S+MMT5+P1BHn03gUU7asOZTjdkk0PRwgwpTfUoTShFE0DXW96DKYpa6jxr6G07l3qgl8jRQ12MZgo+0XEhJ+DTUtVtUSl3XSKyW6zd5Xy5IOfYLNrPPjkZJJT1TonbaXKv4f82s/IjJhGmBG6sY71NVcPUAfU4vdXgKzAZlXhDxjAgSRX/1+vGcROAT6XG2kmEuEchCGS1XIDSofpFMkRIHdPGbMeWIyuazz41AWk9IgKdUjdQl2wkJzqj0l3T8JtS2/360kZ4EACtKwa/P4KhPBgs5loB+U1v19gWWFowSBSCkD+vEmJ6SnH5duFXzqxJ05CuPq0e+yKcrBOkxwB8nLKefwPi9CE4MEnJ5OarhLk8fKbVeyqepsU1xiiHf3bpMz6HxkvUAvUEghUYZrV6LoPm+3nHyfLAr/fQAgXNlsUmhYBuAAXQjT/cpb05uIvXIRdVOPX07EnTULYotvkHhSlOZ0qOQLk763g8fsXgYQHZp1PWkZMqEPq0iwZZFvFq8SHjSDBeXKrzpUySH0tsA4pa/D7K5GyFrs92KgWGAgITNOOrkdgs0UB4dQnwbDjbgZLaWJVrEZWfA1IiDodPWZUi5Kr0jm53W5qaho/gH355ZdxuVxce+21Rzzv1VdfZfXq1bz00kvtHSLQCZMjQEFeJY/fvxDLlPxh1gX07KUS5PHYXPIPIm29SYsad9hn9X2BAeprgXUEg1UEg5Vomhe7XR50HPj9OlI6sdmi0PWDa4HtPwGsDFbj378Ee2APfsuFPel8hCur3a+rtL2mkmNLdHRy7JS926lpUfxx9oXohsYT9y8iZ3dZqEPq2iwHQasCv5mLJ7iZSs+3lFQvYn/1u5RUvw0V74C5GtiOEIWACcQAmcAQ4DSEGE9Y2DicztMwjP4IkYoQ0R2SGAGEEYEj9RJIvAyEBsXv48t/Gxms7JDrK+3rkUce4dlnnwVg/Pjx3HvvvZx22mn069ePFStWHHb8ggULOOOMMygpKWm3mDplcgRITo3kj7MvxG7XeeIPi9izszTUIXVJUkqcukGks4ba4Aq85loCVjaW9KATiUskYNVVEizKhkA/dH0CTudZOBzDESITIRIRwt1pnhILZwb2jF9jRZ6J7s/D3PsKwbKvf+oCULqLYDDI999/zwsvvMDMmTMbffbBBx/w1FNPsXDhQuLj49sths7xE38ESSkR/PHpyYQ5DWY9sJhd29vvt0R35TN3kBzlxCYiibBdQJT9UuLDf0li5HTiIiYSHnEOWuIMpBSY+z8Cz45Qh9wsIXT0mDPQ02/CtPdEr/4Wf/bfkZ49oQ5NaSPTp08HYMSIEWRnZzfs/+KLL5g9ezYLFiwgJqZ9u9s6dXIESEiK4I+zL8QVbuOphz5h59bWv4d7orJkHXWBtZimDV06MLTYJid1FbYEbClXYWqxULGEYPlXdMKu6MMIIxJHj0sh8dL6Hfvfw5f/LjJYFdrAlOPmcNT/nOq6TjD4c6sgKyuL6upqtm/f3u4xdPrkCBCf6OaPsy8kPMLOU3/8hO2b94c6pC6hyvMdQkhsWjKafvTXB4Xuwp4yg6CtH7pnHYGiD5GWv4MiPT7C2Qt7r19jRY5G9+di7v0/zPJvkdIMdWhKG8vIyOD999/n2muvZdOmTe16rS6RHAHiEsL54+wLiYxyMPvhJWzdWBTqkDo1v5mHMPbj0Idg6G50nWbfrxZCx4g/DyviLHQzH3/BvC7zwEMIAz1mNHr6jZj2dLSqr/Hn/B3pyQl1aMoh6urqSEtLa9j+9Kc/ter8/v378/rrr3PZZZexa9eudoqykw7lOZqKsjoeu38h5aVe7n7oHAYPSwl1SJ2OlAHK6j4CbMS6foFFLpbciiHObvHTZenbS7B4ASAx4i9EhPVs15jbmvTsxl+4GLtWh9+WiT1xIsKICHVYShfS5ZIjQGWFh8fvW0hpiYc7Hzibk05WK+sdrNq7ElPswW07F0OLx5L5mPJHDDEWIVo+ubAMVuIv/ABD1EDkWWjuYV1qogcpg5jl30HlSmr2WbjjBqL3mYTQbaEOTekCukyz+mBR0U4emn0h8Ykunn/8M9b/kB/qkDqNoFWKKfagy14Y2oFhDgfeJgm0qixhRGFPvRJT74FW/RXBkqVdqh9PCAMj9iy0HjcQpjnRdvwH36cPYBWu6xIPnJSWueGGG0hMTGTIkCFNfi6l5Pbbb6dPnz4MHTqUNWvWtKjcLpkcASKjwvjjUxeSmOLmhVmfs3bV3lCHFHJSWlR6vsYMGrgdIw76pD45Slo/FlBodmxJF2M6h2MEtuPf9zbS7LwzizdFs8cQNuo2xOl31A8gX/2/+L56DllTGOrQlDZw3XXXsXjx4iN+vmjRInbs2MGOHTuYM2cOt956a4vK7bLJEcAd6fhpirMIXnxyGWtW5oY6pJDyBLdg2OqICDsdIX5uOgoO/PnYBkoLITBizoLoiehWGYF9ryMDXW9IlUgYjOPcx5EDLkWr2oO57BECP76FDHhCHZpyHMaOHUtsbOwRP//oo4+49tprEUIwatQoKioq2LdvX7PldunkCOCOqE+QqT0jeXH2clZ/e2I+nTRlNb7gRmQwEbt+6NRkx9asPpRw9UNPvKz+ekXvIOs6/4DxQwnNQO8zEdu5T2Iln4qe8xn+pfdj7f2mc86WfoKZNCGcU4eFNdoGDx7Mqaee2rDNmTOnVWXm5+eTnv7zv4m0tDTy85vviusWU5uEu+088MQFPPnQYl56+ktuvXsMp5/VK9RhdRgpJVV13yI1iHKOauKI+prjsTSrDyXsidhSrsRf9B/0ik8I+orRo8/oUg9qAIQjEvupNyHLz0GufQ3Wv4pvx6c4TrkWEd2r3a4rpYUn+xP0xFE4wtWEKocqLgvy9eLGD1jH/MLJ6tWrj7nMpvqXW/Lz2uVrjge4wu384YkLyOgdzV+fW8G3X+4OdUgdJmBlo9nKcBrD0Zp8Gv1Tn6M8vprjAUIPx54yg4CtL7pnDYH9/+kyA8YPJWIycUx4CIZdh/CWYn01C//qV5C+9nnLxir6BmfFN9jq2m98XlcmkQSk2Wg7Xmlpaezd+/Mziby8PFJTmx/h0m2SI4DTaeP+x84ns28Mf3v+a776omv/APr8VeyrWkS1fz1+s6jJJ8WW9FHjW40ZiCDM6NtkOUIITBNMs+1WIRRCxxY/ESviTIzgXvwFb3TZ1/aE0NDSR2M/7ymsjLPRCr8n8OkfMHcuQVptN6GF9BRBwVL8zixE/IjmTzgBSSCA1Wg7XlOnTuW1115DSsl3331HVFQUKSnNj4/uFs3qg4U5bdz36CSefmQJf//zN1imxdhzm04anZmUQUr9b2MhqAnmUVkbhjNMYAUicDp6YDeSMLQEqr2r0TSTCPuZR505xzI1wAdtOMRPCIEecTLSFodWsoBg4TyMhCkIR1rbXaQDCZsT20lXIDPHEVz7b4yt7+Lb/QWOk69BJAw6rrKlFcS/Yx5C2LD3vqzLdUN0FAn4Wtn3+8tf/pJly5ZRUlJCWloaM2fOJBCobyXdcsstTJ48mYULF9KnTx9cLhdz585tUbldchB4S/h8QZ6duYTtm0u57tbTmTCpX6hDahWfmU+5byHRjkl4fLswKcCh98Pr34dmVDfMxC0tDZuIxe0YiBCRgJumfufV1H2GEC7CnWe0S7wyWIG/8MOfBoyPQY8Y1i7X6ShSSmTRevzrXof9JZh9zsQ19CKEO+GYygvkLMAo+w4yr0JED2jjaLuPoUNt/Gdh42nILr24x3H1OR6rbldzPMDhMPjvRybxzKNL+fuHa8lNrmDawKFE2sNCHVqLePy5SAvsWgpV5ioEMUS4RhLhqF86wJSleIOb0I1qNGlDiPouBCnB5zPQtEhsttiDEqbeZn2OTRFGNPbUK/Hv/xh79QoCvmKMuAkIobfbNduTEAKRPBxtWAJ5v/0vXBlLseV8gxg0BWPIFITe8kl+ZfVu9NLvCEafjE0lxqOSCAJ0jlp1t+pzPJTdrtP74gGUjHSzbP8e7v7yP7yxdQ3V/rbre2svtb5spBmDQKDbPDgdP/eRCKFjaIkQ1DEDETjsZwOjgZOQsifgQIhyhNgJrEHKL7HZ/Oi5G5BF65HB9lnDWmh27EkXY4YNw/Bvxb/vHaTZdccQStOk4KlnsaQg9raHsZKGoG36EO+H/42Vt7ZlZQQ9BHa+SUCLxMiY0s4Rd30W4JVaoy1Uum3NEaDWH+SV73bRMyaGx844i/e3r2dJ3g6+yNvJuel9mZw1CLft8PkNQ82UHnR7DS59BEFZhhBg1xs356S0MGx1CA48dXMADjQtnrCw3tT33viBaqSsgJK1OPzFyA1zsEwIuDNw9DgFkTAEwpParA9MCA0jdgyyLhG97FOq9swnstc0hNH13mcu+de/sXbuJOnuu7D3HgS9ByH3bYRvX0F++TzehME4zrge4U48YhmBPR9gSC+i37Wtqm2eqCQQCGFCPFi3To7//n4P1QHJnWcPJtUdxW2njCW/ppL3tq1j0d7tfLp3BxN79ueCzIGE2zrPD67frB+g6jTSCVr1b6L8/J70ATXoOujiSNPECw5OmPb4BKzizVi9RoHfAYUbYNt7yG3v4dcj0BJPwpYyHOL6t8k/YuHqj8jNwf7u/yBvPBWR0rUWw/Js+JGqd97FOW4sEWdPaNgvUoYQdtEzmFsWof34AcH/3IsYdCH6kKkIo/H3JsvWY6vZgpk0HiO8az6k6mgSQUB2jq6YbpscS2t9vP5DDmf1imFIys/rX/dwR3H7iHHsrang3a1rWZC7laW525iUMYDzMwfgMkKfJGu8ezAtHcMZR1XtekxpQ3M07iu1ZDkAgpat4yxsUZjuQWg1W9AH/R7b4BlITymyeCMyfy1i30rkvm+w0Ai4M3GknYxIOAkRfuRaUbPXjMyCoIksL4QulBzNqiryn3wKkZBA8n/ddtjnQjcwhvwCmXUmvpWvYdv8H7w7v8Rx+q8QaacghED6Kwhmf4hlT8KeOr7jb6KLshB4ZedoZXTb5Djnqx0ELbh9fNMd4OnuaO48dQK51eW8s3Ut83O2sCRnG+f3GsCkXgNwhqgZKKXEb+ZjiGSE0DBlKbqIO+w4n78YhMCwO1tcti11LOzYhFW8Ej1lAsIZh+g5DmfPcUgrAGU7kYXroXA9bH0XufVdfEYUWtJJ2JKHQ2zfVtUqRUwyAFb5PjpHXaB5UkoKnnkWUVND2mMz0ZxH/n6FK5awCb9DFm2Gb15Brvgz/viBOEZdj3/vh+hI7H2v7LIPpUJBSoFf1RzbT255HfM3FzJlUBI9Y8KPemzPiBjuHnk22VVlvLN1LR9lb2ZxzlYm9xrIxIz+hHVwkgzKcnRbgAhbFpb0YtgDOPXDR/NLWQEyslV9hSIsCZ8jA1H8LVrSWQjtoMkpNBvED8QWPxDbkCuQdcXI4k3I/DWI/G+R+V9hohOMzPqpr3IwwnX0YS3C6SZocyKL89pyeGW7qvjPfAJr1hJ74w04+vRp0TkiaRBhF83G2roEbf17mMtnYk+LR6ZfhHAceUIE5XD1g8BVcmw3f1m2BUOD/3dWy8c29oqM5b9PO4fdlaW8s3UtH+zZxEUrCjsAACAASURBVKLsLVyYOZjzMvrh0Dvmq/L91N/o0NMIWvWrLRpa45qjlH7sjiAaSa0u3546Afa8CuXrIG7kEY8TrgRExnicGeORph/KdiAL1yOKNsCWt5BbwGtEYyQPw0geBrF9GiXbA6yIeKzirjHfpm/3Hspe+Qe2YcOInnZxq84VmoE+aDJa5mi8GxcQTB2CI35oO0XafUkEXqtz/CrtdslxU2ElK7LLuW5kBnHhrX8SnRUVx72nn8uuyhLe3rKW93b/yMI9m5mSNZhzevZt1yQppUV13Q4snOguN17/TqQEQzSufUgqABCiZf2NjYRn4NPiEQXLsceOaNF61EK3Q8Jg7AmD4aQrkbX7kcUbIW8NIm8FMm85JgbBqN44epyMSBiCcNYndC02BWtf53+N0/J6yX/8CaTLRY97fn/MT++FMxrnyKvaOLoTR/0DmUP/jYXmPZVulRyllDz/2WbcNsE1p2UeV1m9o+K5f9R57Kgo4e2ta3hn1wYW7N7E1D5DmJDWB3sLkqSUFgHLS8DyEZReApaHgOUjYHrw+GvwBmsJmF5M6cMSAdBN4nSIdzsorfkEKWoRHD6RhGmWYQGGHnX4RZshhMDRYwLsfQeqtkJU61+LE+GJiPCzcfY6u75WWboNuW8dYv+PsHkbEvDaYjGSh+FIiCKwuxxpmQitczSXmlL0P39FFhXR44nH0aOP4ZeO0iYsmupzbLv321ujWyXH73JK2V1dyf8bPZBwe9vcWt/oeB4YNZHt5cW8tXUNb+5Yz/xdm5jWuy8nJbowZaAh2fmCtfgPSXZNkRKEpaNJO4Zw4DJicNjCCbOF47I5MGQFPgqRlp9oVyQBaykBv46U4djtcQSC+5CWA4frGJNN1ED8e93I/M9xRA48rjGOQrdD4knYE0+qnxqqtgi5/0coWIvYuxwdC39KLGX/eJnoS36JHtP5+uCql3+J5/PPiZg+Defwrv3aY1cnpcB32NNqlRyPW/8EF8OHlLPZv4qVRUFOTchE19pmQGm/mAQeOmMSW8qKeHvrGgqrfsQVVv86XuNkZ/8p2bkIs7mx605sWhiGFobtp80Q9hY1Zy3LC6IaS1YBJUAVkj0IAYbR+5jvRQgNW8pYxL6FUJcD4b2OuazG5QpwJyPcyTizzqt/E6dsG3XZn+BduojaTz4hbPzZxF5yOUZy51g1MlBYSNGfX0TPyiThV9eGOpwTngT8hzWrQ6NbTTxhScnm8nzm7/qB4mAtbmHngl7DGJmYhdGGTTopJftqc9lSupo6WYdduhiWdDpJzh7tPtuKNAuAjQjtVBDHXguTVoDAxmeQYak4+l3XZvEdSaAgn/J338K7YhlYFrbTziDu8iux9zq+7o/jIYNBsu+8CzO/gIz/fQlbcnLIYlHqpQ+J5K53Gk/Y/Po1Zc1OPLF48WLuuOMOTNPkpptu4r777mv0eWVlJVdffTW5ubkEg0F+//vfc/311x+1zG6VHA+QUrKlooD5u36gKFBDuLAxMWMoo5L6YGvjJFlQm8OG/asIaD7cIophSacTF3bsA6eb4/OsRIga7I6z4TgTcXDf5+glX0Lf3yDaMeaDmWWlVHz4HjWfLEIL+NGGDCX+l1fjGDi4Q65/sP3/mEvNe++TcM9/EzFubIdfXzlc2pAobn97dKN9b19bfNTkaJom/fr1Y+nSpaSlpTFy5EjeeOMNBg36uT991qxZVFZWMnv2bIqLi+nfvz+FhYXY7Ucet9s5XmJsY0IIBsX04J4Rv+DmgeOJsjn5IPsHHvn+PZYXbMVvtk0fhhCCHu5eTMq8hJNiRuIxa/m6cAkr9n5Clb+8Ta7RiPRjM6rQ9NTjTowAesLpmFIjsG95GwTXwmvGxhF3w82kv/Ia7suvIrh7J/sfuIedj82mZuP2DovDs3491e+9T9iECSoxdiJS1r8+ePDWnO+//54+ffqQlZWF3W7niiuu4KOPPmp0jBCC6upqpJTU1NQQGxuLYRy9+d45GvftRAjBgOhU+p+Sws6qIubv+oGPctbwSc56zk0/iTNT2mb8oiY0MqP6kx7Rm50Vm9lRsZFl+QtIDktnSPwIXDZ3G9wNSFmEpoGm9WiT8oQRjowejl6xFhmoQtgi26TcltDcEcRcfiVRF0+neslitr3wNmUffEXE2WeQdddNOFLbryZrVlaS/+RsRFIiybf9pt2uo7ReU+Mci4uLOfXUUxv+fvPNN3PzzTc3/L2pBbRWrlzZqIzbbruNqVOnkpqaSnV1NW+99RZaM88junVyPEAIQd+oZO465UJ2Vhbx8e41fLx3HUv3/sg56YMZk9Ifh378A08NzWBA7FCyovqztWwD2TXbcO0vIT02GXfYMHRxfEnS581FCANHWMRxx3qAkTwGWbEGs+gbjLTz26zcltIcYUT94mJGnD2RvH+8Q+G/P2Tdl98Tc/nFJF88kcjeza/10RpSSvKffgZRV0farCfQwrrG/J4nivpZeRrXFhMSEo7arG7JAlqffPIJw4cP5/PPP2fXrl2cd955jBkzhsjII1cIumWz+mj6RCXxu5Mv4LbB55LqjGLh3g088v17LMndgDfYNpPB2nUHQxNGcl76NNJi0giSTaXvIyrqvsS0jnGdFenFYa/DsKW3SZP6AGGPIeDqhyxbjTTbZ57HltDDXWT8168Y/tEcos4Zzfo5i3mv7zV8cMZv2P6PRQRq2mZeyIoPPyK4bj2xN16PIyt0D4OUpkkEQak32prTkgW05s6dy/Tp0xFC0KdPHzIzM9m6detRyz3hkuMBWZGJ/Nfw87ljyETSXLEszt/Iw6veY1HOejzBtllJz2mEE+06nZiwaRj0wSSPSv98yuu+wLQqWlWWZe1DCNCbeM/6eNkiBuArrEEGatq87NZyJCcw4Ml7mPz5Xzj58evxFpbx9U3P8nrSdD6/5gkKl69vsqbQEr5duyib+yq2k08meurUNo5caQuWFPhMo9HWnJEjR7Jjxw727NmD3+/nzTffZOoh/3979uzJZ599BkBRURHbtm0jK+voM0V1y6fVx2JvTRkLdq9he+1+bGiMTenP+B6DCG/DyXAt6aHWvxG/uQNNlxBMIsJ5CobW/JAcX91yJIIwV9s+PJBWEO/CB9G8FdinPI0I67h+x5aQUrL/281s+ft8ct75EqvOhyMtjgE3Xki/687HndGy98stj4c9v/kt0usj8+X/RY9q/dtFSvtLGBTHJf+a3Gjf6v+3pdmhPAsXLuR3v/sdpmlyww038MADD/Dyyy8D9YtsFRQUcN1117Fv3z6klNx3331cffXVRy1TJcdD5NeWs2DPGrZWF2EgOCu5H2enDcZta7u+KUv6qPNvwmtuQ9ctZDCBSOcpTUxo+xNZC9Y3WPRF03u1WRwAgfXvom2djxj9X2jppzZ/QggFaj3kvP8Vm+b8h7KvN4OA2DMHM/jmqfSafhaG68j/jwqefhbP8uWkPjkL59CTOjBqpTUSBsVz0WuNl5NYd8vGkCywpZLjERTUVrAoey2bKvehIxid1Idz04cQ0Yr5E5tjST+ewBY8gc3ohoUViCXSNQKb1vhJrRncjkYOQh8Lou1qsrIsm+DSR7BST8Ux5vBJXTuz6uxCts9dzNZXFuAvKEMLd9DrsnEM/PUUEkYNatQhX/3FMoqffY6Iyy4l4bpfhTBqpTlxAxOY/OpFjfZt+e06lRw7o6K6ShZmr+XHigJ0BKMSe3NuzyFE2Q+fEOJYSRnAE9xGnX8jumFiBaKJdI3AEEkIwOf9AinDCHONbrasFl/TDOBd8AdEoBbHL55B2I8+72VnJS2Lwi83sHnOfPZ++DXSG8CZlcTAm6bQ99qJ2ESAnN/chpGeTsbzzyH0zjv5hQKxAxOYNHdao307blujkmNntt9TxeLsdawvz0MApyVkMbHnUKIdbZkkg3iDO6jxbcCwBTEDkUQ7B2KwBykGIrS2W4cksPZNtO2LEGPuREsd3mblhlKguo49by9j05z5VKzaDpogaWAM/fpBxl//B1tix7wFpBy72AGJnPOPSxrt23P7KrVudWeW6Izk2oFjKfFWszh7PSuLd/N98W5Oje/FxIxhxDqOv+YlhIHTNpAwox/e4E5qWI/PXAcyAsPe+oltj0SW7kJsX0ww7Qwc3SQxAtgiXPS7cTL9bpxM5Y48ts9dhMdXS+o141Vi7CIswG91jtq9qjkeozJvDZ/kbGB1aTYAp8T2ZErmMKIcbTdAW1pefHX/wV5XgYi5GGE7/n/gMujHt+A+MP04pjyNaMPuAUU5XlEDkjhrzuWN9hXd9U1Iao4n7DjH4xUb5uaX/Ufz4IiLOC0+ky0VudR4P6Dc8yWmrG2Ta1hmDg5HFJal4a9s2SLyzQmsewubtxTH6FtVYlQ6HSnra44Hb6GimtXHKcYRzuX9zuCi4FA8gR8IyF2UeHbj0PoT6TgZTRzjECAZAJlLwIpDOJwY/q1Isw6hH3tCk8Xb0XZ9ipkxBj2542fBUZTmSARBq3PU2TpHFN1AmBFOjHMscWGXYtATv9xKcd1bVPlWY8nWv3FjmjnoOtgd/TEihqEJMGs3HnN8MujD99X/ErRHYxtx9MGvihJKptQabaGikmMb07UI4lxnE+uYhk4yPvkj+2vfpMa/DilbOFWaDCLNbPz+SBARCCMKH0lYtZuQsumlF5oT+GEeNn85jjNvRbThgHZFaUtSCgKm3mgLFZUc24mhRRMfPolo+y/QicVjraWo9g1qA80nOMvKxTAk9rD+DfscUadg0wPg3d3qWGTRZvTsZZhZZyMSB7T6fEXpKBIwLa3RFioqObYzmxZPgnsK0fbJaDKCOvN7imrexBPcjpTW4SdIEzOwG5/fDQcvvWpPw2868VWuadX1ZcCD7+u/4nfEYjv5iuO8G0VpZxJMKRptoaKSYwexaUkkuC8iyjYRgYOa4NcU1byNN7i70SwzlpWHzSZxHFRrhPr56WyRw3FolcjA/hZf17/6XxiBasLO+i3CaLtXDxWlPUgEQVNrtIWKSo4dSAiBXe9BovsSIowJgKA6uJyimnfwmXuRlkkwsBOf3wnEHH6+sz+mpRFo4bAeq2A9Ru7XyL4TEfF92vZmFKUdSAmWpTXaQkUlxxAQQhBm9CLJfRluYwwQpCrwKdXehdg0P3ZH/yYntBWaHenoi27mIM26o15D+mvxfzsHf1gCxrBL2+lOFKXtmZZotLXE4sWL6d+/P3369OGpp55q8phly5YxfPhwBg8ezLhx45otU41zDCEhNJxGH8LcWXiC2/F510NQ4PN+hSN6JNgOX+rViBgGZduw6jahR4w8YtnS78GXW0n4+CkI/cgrrClKZyIRrX4IY5omv/3tbxutPjh16tRGqw9WVFTwm9/8hsWLF9OzZ0/272++a0rVHDsBITRctgFEuUYiDBua8EL1p/iK30P6shv1SQojGj+JmDUbj/rUW+hhaJoL78dzsPK2dcRtKMrxkyAt0WhrTktWH5w3bx7Tp0+nZ8+eACS24F17lRw7Ec2WhmWBFj4AwkcjZBBqluEvfgfp3dXwdNvegmE9wunGfcNTSGcktf98EGt/TkfdhqIcF8sSjbYDqw8e2ObMmdPo+KZWH8zPz290zPbt2ykvL2f8+PGMGDGC1157rdk4VLO6MxF2AlY0wszDiJyCPbEP+PZA1Q9QuwJ/5SrsUaeAPQu/6URWriHM2ffIxUXEEn7DbGrn3EntP+4n/P89jxbTdrP7KEpbkxKsQ55Qt8Xqg8FgkB9++IHPPvsMj8fDGWecwahRo+jXr98Ry1U1x07G7szCbguCVY4QGiKsN/aEy8A9HikMqP0Gf/HbGM7kFg3r0WKTCb/+SYTpp+Yf9yJryjvoThTlWIhWN6tbsvpgWloa559/PuHh4cTHxzN27FjWr19/1HJVcuxkhJGCZUHQn/vzPiEQjl44Ei6BiHORwokWzENKCJR/12yZWlIvnNc+hlZbSfU/7kd622bWIEVpc8fQ59iS1QcvuugiVqxYQTAYpK6ujpUrVzJw4MCjlquSY2cj7ASsGCz/3vo2xsEfCYGwp+FIuBiizidQJbG2focMNJ/s9PSBhP3yQfTyAmr++SDSH7o1qhXlqCzReGuGYRi89NJLTJo0iYEDBzJjxgwGDx7Myy+/3LAC4cCBAzn//PMZOnQop512GjfddBNDhgw5arlqsttOSAZyEIE14BgH+pGXbZU1+cg1z0HWxWhpLVuyNfjjl/jfexqr1zDCr5mJ0FW3s9J5OHqlkfLw7Y32xf/P22qyW6WeMFLrm9a+oz9hFu4e+GwJ+PZ+1eKyjZPGYky+FT17PXXvPoO0mni/W1FCSJqi0RYqKjl2RsJGwIrFChzetD6Uo+cYHIESZHVei4u3n3Yh2vir0LZ8jXfBX5t82qcoISFBWI23UFHJsZNyuLKw20ywyo56nEg8BQuNQN7XrSrfPu4KGPkL+GERvs//fTyhKkobEq3uc2wvKjl2Vnpyy5rWNhdm9GAoXoM0Wz7juBCCsMk3Yw0eh1zxFv5vP2r+JEVpbxIwReMtRFRy7KwONK2Dec02re3pZ2EQQJb82LpLCIFr+l2YvUdgfvJ3Aus/P56IFaVNqGa10iyHKwu7YYJVevQDo3vj1yLw5a5o9TWErhN+xQMEewwg8P6fCGxtftykorQnIRtvoaKSY2emJ2NaEGxmaQQhNIweZ+Dw5CI9zSTSQ0hvHdaO1eiRSUhLUPTqy3jWr2t0jFlTS92ePOp25uLJzidYVdPqW1GUFulEzWo1yK0zEzYCZi+0iq+wLBdaxJEHreopp2PlLsEq+A6j94VHPE5aFrJwD8Ftq/Bs+hajcBeatLB0O1bPIWgbCih67BGiLr8WX1kVlStXY+XkURpwQWkVANE3TWfInTe0+e0qCoS2KX0wlRw7OUfEYPxVmxBlizEtP3rUKU0eJ8JiCLgzEQXfomddgBA/NwpkbSXmzrV4N32L3LkWw/dTzS+2B/qZ07ANOA0tfQDCsBFeWUneA/dS8PZHaOVVaFkZxF55CfEp6SA0pGniHtC7I25dOQEJqZKj0kJCs2NPu4JAwfvYKj4naPowYs9o8lhHzzHILa9B+XZkTD8Cm77G8+k8bMU5CEDanIjew7ENPgO9zyk4Iw9/+0aPisLmjsYpdTL++Vd0l6ud71BRGhMhbEofTCXHLkAIA1vqJQT2/Qdb9dcEpR89duxh0zIRN4QgDqzcFejZq/H/uBywYUy4EqP/SMJ69EFoza8DLAT4LFMlRqXjqZqj0lpC6NhSLiJYtAijZlV9DTLhvEYJUmgGIulUjOzP0WrrsA8Zj33Er0IYtaIcA5UcldYSQsNImkywxI5Rt55AkQ9b0oUIoSG95cj9azFLNiH8JmZ4MvaTrw51yIrSap2l5qiG8nQxQgiM+HMx3adh820jmPsanpXPIL9/DLI/RuoO0JxYpmxRE1pROpVjfLe6JasPAqxatQpd13n33XebLVPVHLsgIQRG3FhMYcO7cyl2vw/Z83y0pFNwOuOxdiyFH+chK/ciotKbL1BROgkBiCOvG9eklqw+eOC4e++9l0mTJrWoXFVz7MK0mFHYLBcEA2hp4xDOeABEz9OxEAR3fxniCBWllY6h5tiS1QcB/vKXv3DJJZe0aOVBUMmxSxNC4Bh4CTbpxcz57Of9jkiCcYOwcr9BWq37NSylRPo8zb7PrSjt5dDk2BarD+bn5/PBBx9wyy23tDgO1azu4kRUJv7I/oicz5A9xyFs4QA4+kxArtwE+zdC8rCjliFNEyt7I771Kwhs/JpoewWeYCLB0hKMuPiOuA1FqScPb1a3xeqDv/vd75g9eza63vJ+eJUcuwH7gGlY3z9FcNdibAMuqd+ZMoygFoa1cxlhTSRH6fdibv8B77rlWNtWYwQ8WJqByDwJLWMoxl//Rc2KFURfPK2D70Y50bX2aXVLVh9cvXo1V1xxBQAlJSUsXLgQwzC4+OKLj1iuSo7dgHCnEowbjlbwFTLzHIQjun7MY/rpGDlfIf21CHs4sqaC4Obv8KxdhpazCc0KYtmdaANOwz58LHrfUxD2MACsj5ZT/ulSlRyVjiVp9TjHg1cf7NGjB2+++Sbz5s1rdMyePXsa/nzdddcxZcqUoyZGUMmx27D3uwjz2/UEdnyMfUj9+EYjaxwyZznBL16mbks2RuHO+tcIw2PQTrsAx0ln4ew1GNFEUyPm3HOpeHUu/pxsbOk9EZrqnlbanwC0VibHg1cfNE2TG264oWH1QaBV/YyNYlGrD3Yfgc1vohV+izbqAYQrESkl1UtmYVv9PT57Is5hY7ENORORknn4q4eHCJaUkHvDdWjJPfDHxtL3yVnNnqMox8uVlE7fy+9qtM/2zetq9UHl+Bh9JmOh4d9WP4xBCEF477EYyeFEzrgZx8Rr0FKzWpTk9NgYbElRBPIKiB00WCVGpWOoBbaU9iDskYi08djKf2xYjVDLGk3AnYD3+zeRsmU/adLvo+S5R3B4SzHsgrLFnxMo2t+eoStKA81svIUsjtBdWmkPeuZ5BLHj2/o+AELTcZw6A3tdETJnVbPnW9VV7H/0bqwNq3BdeTPJs55GVtew+7d34cvZ2+z5inJcDjyQOXgLEZUcuxlhc6Flnoe9eieyYhcAWuYZ+J3xeFe9ddTao1lcyP4//hcybw9Rt/0B9wXTcQ4aQK8/zwbLIvuO/8a7fWdH3YpyAhKoZrXSjvSeEwgIF74t7yGlRGgajlMvx163H2vPyibPsfK3U/baTPSaYmLueYKw08c2fObIyiTzL8+Cw0HOXfdRt35jR92KcqKRoJmy0RYqKjl2Q0K3Y+szGbsnD0o3A6Blno7flYhv9VtIq/Gv4+CmFXhfux97VSkGQbyrvjjsrQN7j1Sy/udPiNgY9t73R6q//b7D7kc5saiao9KuRI/R+PVIfFvfR0oLITTCRl6O3VOCtedboP61K9/yeQQ/fBYrIYPIe/6Oce50rK8W4Vny3mFl2uLj6P2X5zCS48l77nnKFn3R0beldHfqabXS3oRmYO9/EXZ/MbJobf2+jJH4w5PwrX4by+/B897TyK/ewhpwFuHXzUaER+G+7GYYchred+fgX/vNYeVKnwc9UEkYXvIff57SxZ939K0p3Vj9lGWy0RYqKjl2YyJpBH5bPP5tHyIt86fa4xXYaovx/P12tG3fIMb8Euf03yMMW/05mkb0LQ9ipWZSPecJgjnbG8ozq6vJf/B+ME1Sn34O9/njKXrmJaq+arofU1FaTdUclY4ghIZj4HTsZiWy4Nv66cgsH6ZuQ1SXok+4BsfYKw4b4C0cYcTe9STS6abi+T9gle1H+v0UzHwIykpJfugRHFlZZNzzW/SMdPIefRbvjt0hukulu9GCjbdQUa8PdnNSSnzfPo3mK8UMRmCv2EXAlYxVWIKoq8E++S703qc1ea6Zv4fyJ26HmAT8YT0IrllL3O/vJfzMMQ3HBErL2HHjnSCg3/+9gBEX01G3pnRD7ph0hp99R6N93pw31euDSts7MCFuIGBhVGXDsCtxTJ6F85fPYUWnElzwDIH1i5o8V++RScStD6Htz4PNq4n81Q2NEiOALS6WrGcehpo6dt8zE8vn64C7UrorNc5R6VAipg+OzIl47NH489aCGUC4onBdMQuzx0nI5a/g+/Kfhw0QtywL//pvEQLcl19F9MXTmyw/rG8WaX+8m+CubHIf/1OTk48qSotIqR7IKB3L6DuR8MEXYyvdiu/z2cigF2ELwzntAawBExDr5uNd8CdkMACADPionfMHatd+iTHmAiIuuuqo5UeOGUX8jVfhWbGSolde74hbUrojeWxPq5tbffD1119n6NChDB06lNGjR7N+/fpmy1TJ8QSiZ41BjPw1euUefJ89hQx46t+9Pu83cPrl6Lu/o+7dh5G+Wirnv4K2cy32aDeuqde2aFaehKsvxXXOGMr//S6Vn6nFvZRj09pm9YHVBxctWsTmzZt544032Lx5c6NjMjMzWb58ORs2bOChhx7i5ptvbrZclRxPMHqv0eijbkWvysH32SxkoA4hBPbTL0M79zb0/Tupm3cvrtGTEVHRyMpKaj94BbMgu9myhRCk33s7xoA+5D/5Zzybtzd7jqI0cgw1x5asPjh69GhiYuofFo4aNYq8vLxmy1XJ8QSkpZ+GfsZv0avz8X76BNJfC4AxaDy2ix9Eqysj+M79CH8NZnQC5qovqHn015Q9/bv/396dB8dRnnkc/75vX3NKtiXZluUb+Ta2IXjxASFcJkAwyxI2CWyymywFC1QgBySVpBIWWFK7G5bdCiTZSsWVLUjYTbIsuBwbg2MgYA4DMeH2fSIfsixrdM1MT3e/+4eMy8JjS7JljSw9n6opwUz3O2+D/dPb3W+/D4W3Xz3q8cNObbsOE/75B6gh5Wz79r0U9u3vq8MSA0CxSeC9UX3wSEuWLOHyyy/vsi9SJmGQ0qPPgQVfhZcfIrfqn4hd8j2Ul0KPngEjJmLqt2NfeTPD5y0mas2Qf+H3tK9+gvaffp+gvIrkos/iLfw0KpY4qm17SBkTH7iHLTffyda7/pFJ//kAOhEvwVGK044BFXUeLfZG9cGPPPfccyxZsoQ1a9Z02RUZOQ5iuuYsrPO+ht1eT27VfUS5DPnnfo69fxPewutx5y3u2C5VTvyKGxj2r/9D/CvfgVSa/O9+xsG7/pqWX/+Y7Euryb6wivbnnz7ctjd+DGPu/Tbhrt1sv/tfMGEJVy0VpxGDCqNOr650p/ogwNtvv82NN97I0qVLqaio6LJdmQQuiPa+S/Div2O0h95/AHPmZ3AXfvG4+wTb1tP29G8I3n8D/0CAMhC6HjX/9WSn7RoeX8b+h5ZQft1VjLrt70/lYYgBoCxVw7mzb+n03sH8k8cdOQZBwOTJk1m9ejU1NTXMnTuXxx57jBkzZhzeZufOnVx00UU88sgj3LSCJAAAEP1JREFULFiwoFt9kdNqgR45E+eCO2n648+Je3GcWZd1uY89YSrl/3A3Jp8l2FOHiifQyfRR21VeexXZrTvJ/G4Z8fFjGXrlpafiEMQA8vHT6q50p/rgvffey4EDB7j11lsP79PVUzcychSHRXveo+mFXxFv2Ye76A6ssbN7pV0ThGz5xvfx313PuAfvJTlnZq+0K04dYwKU6vuxU3lyFPOm39zpvQNmmTw+KEpLV89g6CW3YLwU0fIf4q95BBOe/JP/yraYcP930SMq2fHd+/E/3NMLvRW9xRhDaDL44Raas2tobHuSAy3LStehKOr8KhEJR9GJqhhL/PM/Ipz8KdQ7y8n+9juYzN6TbtdKp5j4o3sA2HrX3YQtrSfdpjgxxhQIon3kgnc52LqKTP5x2oNnyEfrCE09mnLSyemleQzUgAqiTq9SkdNqcUzhllfxV/8UZQzOhTdhTT6/65260Pbnd9nxjR/gzpzKGQ/eh7Ktbu9rggBly2XynjDGYGgnNA3k/X34wT5sN4dSYAwEfgzHHk7MHYmlKlAkS1qjvDxezfzar3R6r8F7uiSn1RKO4rhMSwPZFQ/gNG4jnLgA76KbUU7spNo8uHwVe3/0E1JXXsqYu27r1j5RNsumW75J7OILGPfFz53U9/d3ptAOYSOQBWUB+tBPC5T+2M8j3lcWxigMGQLTQDa/B0MjttMxjSoMFVFQRtyrxrGqOsJQOSU7zmLK49UsmPDlTu/tTzxTknCUX8PiuFS6kvh191N47bfoN5eS3buB+BV3oqomnnCbQ6+8lOzWHWQe/z0NE8dSee1VR20T5fNEzRnCTIYo08SeXz1BtKuOiqmTTuZw+jUT5gl3PEe0/Q/kaqaQruj+qPojTVEcZ6gDGCLjYOkqPF2NpSvRdjkqVrpRYbcYA0H/mBMr4Si6pLSFO+8LRGNnEzz1IP7/fg8973rsOZ854VOw6lu/TG7nh+z/yRLy775BFAWEmQymuRnV2oou+Ie3NQZ8L0XyrCmk5p7dW4fVb5gowNS9RGHzChyTJSibTHrUpZAYBiYCQjAhEB36GR7xfuf3YjQS0YAJKhmaOB+leh6wJVfCmzBHktNq0SMm10LumYew696iUD2D+KI7UInyE2orbG4mc/cN5DMW+dhwdLoMa+hQ3GHDcIdVYA0Zgi4vxyorp/GJx8m99Ao1Dz+MO2587x5UiRgTYfa+gb9xKW7Ygp8Yizftr1DlJz4qB8gVNlAw7xIFacriF6CU10s9PvXKvREsGNV5ebz9FS/IabXo/1QsTeyq7xC+sxLr5UfJPfZ1vE9/DT16Vs8b278DL8xS9rV7sGctLLpJWLeNluWP4W19ET0Moq3r4DQPR2MMZv87+BuewC0cAHc4aubf4A2b2is3Q2LOFKwwSdasJZN9hrL4hWiV6oWe9wGDnFaL05dSCnvW5Vg108kuf4Bg2f1w5pU4869HWd3/IxVsWIcBrNrOwWqMIdj4Fi3Lfo3e9BaR7WCffxnua8vRgV+8sdOEObiJ/AeP4+Z2gz0EZvwd3vA5KNW7s+ocazRaxWmNXqA5t4q090ks3fXzxKVn+s1ptYSjOGGqYhzxLzxA/o+/wHpnOdld7xC/8k5U2Yhu7Z9973VM1RhUouOxQxOG+OtepGX5r7H37CCKp4hd9SViFy5GRRHtry9Heafn6j6meSf59f+H27oVpZMw5fN41eei9Km7JmjpCtKxS2jOPk9b4Xni9rk41uhT9n29wgD9ZJESCUdxUpTjEbvkNsLxZ6Of/Rn5/74T58KbsSafd9z9jJ/HqtuEdd5ijJ8jv2YlrSt/g505AEOqiN9wB+78S1GOC0B04NBEdO/kphH1NdO2D3/DEzhN76OVh5l4Ne6YT6KsvplCo1Wa8vgiMtnnyam1RKYdz57cJ999QozBBCWsx3oECUfRK6za+egRtWRX/BvR6ocobF+Hd+FNx5wTGW1/HxWGRAebaLzz81j5dlTNRBJfuA1n9vyjR1T5LADKPT3C0eQaKWxchtXwJzQ20dhFOOMvRtl9P/JVyqM8fjEtuZcpqHcI8q0k3LNKOtn7uLqxTFlfkMcHRa9R6Sri192PmXM1estLZB/7Jmb/tqLbFnZtJggtgjf+iJowjdRdDzLs+z/DPeu8oqeaxs91/EM/D0fjt1D44HeEL9+LbniTqPo87PPuwa79TEmC8SNK2aRj56Oi8Ri9jWx+e8n6clzGdJxWH/nqhq4KbBljuP3226mtrWXWrFmsW7euyzZl5Ch6ldIW7vzricbOIlj5H/iPfxdr3g1Ys6/sPFKxmojNrsJZ/EOs6rFdN3woHPvryNEEWcLtqzE7n0UTEFZ+AmfyVajYsFJ37TClFEnvE/jBKGy3e9eF+5wxmELPTqs/KrC1atUqRo8ezdy5c1m8eDHTp08/vM1TTz3Fpk2b2LRpE2vXruWWW25h7dq1x21XwlGcErpmJvHrHyT3zI/RrzxKbvubxC67AxUvA8DyEkQq6l4wAiZ/aOTYz645mrBAtOsFwm0rsU2ewpDp2FOuwUr20/ABXLu61F04JgM9XjX+yAJbwOECW0eG49KlS/nSlzqqaM6bN4+mpib27NlDdfWx/1tIOIpTRsXLiC3+HuHbT6FfeZTsY18ndtnX0aNnot0YmAgTBt2b/tPNkaMJCphcCyqWRtmn7qaHiULMnrUUNi3DidqIkhNQ067FK+te2IviFiyaS0ND56qV2WyWc8455/C/33TTTZ1KqxYrsPXxUeGxinBJOIqSUUphz76iY07kigcIlt0Hs67CSh56qibIQzfC8chrjsZEEPiYXBs01hHVbyO/eyPRvm3YrfW0DhlNWWsdfqISXTkGr7oWXTkOVTEWyoaf1PQZYyJM/Z/xNzyJGzRhYtWoaV8mNrQf3wE+jaxcubLH+3SnwFZPinB9RMJR9AlVOb5jTuTzS7DeXoafrMAGTK4ZCu2Qa8HkWiDXArlmomwzQWsjYXsGcs1QV0foOuQe/Sr2oUrvrbERJFs6Fs41XhoqxmJNnc+wIcMJWxpQe7dg6rcR7VzHR/c/Q2WTn/Ipyi+4HuWVdbv/xhhoXN8xgduvB6cCZt6IV3Vm/73rO0h0p8BWd4twHUmerRZ9Ltz0EoVnfwoYLNsUDReDIrDjRE4SvHTHtcrEcGwM2o2j3DgkhqASQ1FV41GJYwed8bOYg3WYhh0E+7ai2t6E0efinvW33eqvyWzrCMX2nfhWGnfy1aiR5/T6Uy3ixHSnwNby5ct5+OGHWbFiBWvXruX222/ntddeO267MnIUfc6atBA9YhJh/WZU2/6O4PPSqFgZxNIdLzeB00vho9w4akQtjKjFmnEx/hu/QNWtxcz4LMpNHnM/07q746mW5o0oFYfaa/FGL0Rp+WvTn3SnwNYVV1zBihUrqK2tJZFI8Mtf/rLLdmXkKAYd07wL88J9mCnXYE26/OjP8xkKm5eSb/sQL59B11yINe5ClHX6rG4jTp78ChSDjiobQz41Djb/AX3GosM3aEzoE+5cjdn1LNpSJCdOwHjnYw07+fIQ4vQjF03EoORNvQI3bIG9f8aYiGjv6/gv34vetYqobBLW2d/CZzhBdktpCk2JkpPTajEoGRORf/pb4CUgnsD16/HdEXjTrju82KxpXw/Nz8Owa1D99YkSccrIyFEMSkpp3MmfxpS5aO3DlOvxzr2r8yrcsYlEkSJoXV+6joqSkWuOYtBS4z+JnfyQSFegq845+nPtElijUNnNGHO+TN0ZZOT/thi0lHbRyVm4aj8maCi6jVs+A8cqgL+7j3snSk3CUQxqOjGTINT4TceYEOyNJYg0hZb3+7ZjouQkHMWgprSLSszEZS8mOHD058rGuONR/g6M6R8rVIu+IeEoBj0reeah0ePrRT930tOwdQj5XUU/FwOThKMY9JT20IkZuOzGBAeP3sCtoRDa+Jn3+r5zomQkHIUAdHIWYaTxM0dfe1RKo+K1WGEdJjq9S8OK7pNwFIKO0SOxaThRXdHRo52aiqUN5IrXxBEDj4SjEIdYqdlERlHIvHH0h84I/NAj3yyn1oOFhKMQhygdg9g07GgXJsh0/kwprOQUXFOPibIl6qHoSxKOQhzh8Oix+eg711ZyKkoB2S193zHR5yQchTiC0nGMNwU73IkJmzt/5gwjHybJy13rQUHCUQxcxhAGPpio622PYKfnFL32aEwzqqKGrKdoan+eIKqX5cwGMFl4Qgxc5gAWfwL+Ahja7d2UTmC8ydj+ho7Ro4a8vx7HzYAFXmo0uehD2oK9BH6MZGw6njUBpU5dKVjR9yQcxcClDpVgNSH0sECgnTqL6MBGCv4r2DGN0hCF43Ht8SjlEDcBfrSDVt4nH62jvfAmNmNJetOw9JDePxbR52SxWzFwmTZaml8ikRqPZfW8rnSu5U/49k5i9iQce8oxR4ZBdIC2/AdEqg6tDYGfJh2fgaPHoNSJ18gWpSXhKAa09txaHLsJS89B656t5h2ZHK35FSgzgnR8YTe2z+OHW2nLfYDt+gSBRcw+g7gzGa1SJ3oIokQkHMWAZkxALv8ylp3F1uegdUWP9m/33yJiCwnnYrQq7+Z3GgKzj9bseyh7PwBRUEE6PgNbjZRFc08TEo5iwDPGJ5tfg7ZyWHoqth7T7Zsnxvi05JaDGUpZ4lM9/u7ItJEtbCJX2ITthMS4FM/tWUCL0pBwFANaZNrJB1vIB1tA5YgIsJRLWEgS82pwrZFYqhKljn1vMuu/R8AHxK0LsK2qE+qHMRGhqcfWI0/0UEQfk3AUA44xhtDsoy23Hm13LGAbBcOwnRS58ANcPYGC34rttHbchY4gLKSIezU41kgsVYFSFsYYCtFumrJrUCoPUYrK1DUo1cNb3+K0JFN5xIBhTJ58uI1sfiOOW8Cgsagl5tSi3STGRLTltpKlgarUXwIhoWnAN3sI2U3BbCAINxAEikKYRVsGpcA69Leksb0VZW+lMn5GSY9T9A0ZOYoBIYqytBZWoDUEfppkbBq2rjnq5kcu2Ehb8Cpp52Jcq6bTZ8YUCM1+mv1XCE0rWim0qegIV+JsaHyVfORz9ojPYcmE7wFPRo5iQNA6js0MYvYotFN2zO086wyas+toKrxOVWrUx06Rbdr8OlqzTegozoihF+McMf1nwhCX9ZmnqGt5i7FlR5dyFQOLzCkQA0bCm4pWxw5GAKUs0rE5WE4zhWjP4fcjk6e+dRnt0TrizmhGDb2uUzACpN2RpPVo9mbfJR+2npJjEP2HhKMYdGL2JMKCQ6b99UM3XQ6wp+U3hGoPKXs+lclFaF38tHnCkPkAbGt6pS+7LEpAwlEMOkpZpGJz0E6G1sIb1Lc9jiGgMn41aXfWce9Ge1aKkfGZtEQf0lLY14e9Fn1NwlEMSnF7MkGgaSmsQ5uhVKc/h2t1bw5iTXo2hA6bG1+UJcsGMLlbLQatMMpSiBrxrJE9XiCiIbuZba0vMj61kKp4zxe1EP2fjBzFoGXpODG75oRWzqmInYETlbM9s5ZQyrUOSBKOQpwApRS1w84HK2BXy5ul7o44BSQchThBKaeKMj2O+tz75D5Wb0ac/iQchTgJE4bMAxRbG18qdVdEL5NwFOIkuFaCUYnZtLGXZn93qbsjepGEoxAnaVTqTFTosatRSrYOJDKVR4hekA/bcFQcrWW8MVBIOAohRBHya04IIYqQcBRCiCIkHIUQoggJRyGEKELCUQghipBwFEKIIiQchRCiCAlHIYQoQsJRCCGKkHAUQogiJByFEKIICUchhChCwlEIIYqQcBRCiCIkHIUQooj/B7KPiWVlEhHkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wntr.graphics.plot_network(wn, link_attribute=R, node_size=0, title='Distance to Epicenter')\n",
    "\n",
    "wntr.graphics.plot_network(wn, link_attribute=pga, node_size=0, link_width=1.5, title='Peak ground acceleration')\n",
    "\n",
    "wntr.graphics.plot_network(wn, link_attribute=pgv, node_size=0, link_width=1.5, title='Peak ground velocity')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot repair rate (# of repairs needed per m) and repair rate * pipe length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.collections.PathCollection at 0x18ceb140460>,\n",
       " <matplotlib.collections.LineCollection at 0x18ceb135ca0>)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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XFztT0UsUGo/B5jn6WjvxQtfhfHF+9+89yFE4mFoaKpw2y9nRiuLSTHR6GaWiZfWmSkrUxCUX0z7Ivdb9tHo9JzMz2RIXS1xBARIQ7ODA2MBAQpxdRC9RaBIGnQTuY+XI7ODhfB69i4/PbefF0JE4mloZMqQ2x8HODFmGoqIKbG1aVs/qXHQmej2E9faq8f1rJSXsTExkz5UrlOh12KhU3B8YyDBfP+zNxM08oWkZ/AkZL0sHZgeP4PPonXx8djtzQ0fibCbqnDQWW+vKhJhbUG7Q5KjV6UnLKyM5p4Sr2cVczswn6WwGKCU++c8hFBJICglJAoUkofBQEmuqx9JRQ7Dj771EFxeUopcoNBODJ0cAT0t75oSMZEnUTj45t525oaNwEQmyUdj/nhDzCsqb5XiFZRqSc0pIzikh6XoRlzPzSblRQnaJDv1f5kXYmirw8LXFy84MlUKBTq9H1svo5coVzAs0EoW5OlT5ZgzuHER3V+dmiV8Q/tCiVgLPKMlnSdQOJElibshIXM1tDB1Sq5eVXczTr+/ghRk9GDbAp1Ha1Ollsgr+6AWWkHStgMRrhaTnlVOk/vPHSSmBi5UKb0cLOrjZ4utshbejBV4OFliY1P13+fSVG7y/IYqMAg29fW15eXxX3O3EzAahebSo5AiQVVrAp1E7kGWZOSEjcbewNXRIrVqFWseUZzfy8IROTBkX1KDPlqq1pOSUknyjhKvXi0jIzCc5p4SsIg1a/Z/7WRhLeNia4OdsTXtXG7ydLPF2tMDN1hTVHVbd02j1/O/oFVbsu4xehmkDfJk2qD0mRso7alcwHEtLS4qLq8+gWLp0Kebm5kyfPv2Wn1u9ejWnTp3iiy++aOoQgRYyrP4rV3MbXgwZyadRO/g0agdzQkbQzkLU5rhdJsZKTIwlsm/UPJ1Hr9eTU6yuGgonXisgMauQ1Nwy8sv/zIAS4GShxMvBnAEdXat6gd6OFtiaN93SXkYqBY8MbM+I4HZ8/Nt5Vh24wpYzqbw8viv9AsRQu62YNWuWoUO4SYtLjgAu5ja8GDqKT8/tYEnUDmYHj8DD0t7QYbVaVhYqUtPyOX4yjWvZxWRkFpCZVcD17FIK1VrSAi3QFCqQ9RImSmhna0IPHzv83ezwcaocBnvYm2OsMlztZWcbU95/uBcnE2/w/sYoXl5zlrD2trx0TzBuduLOdWu3YMECLC0teemll4iIiKBPnz7s27eP/Px8VqxYwcCBA6vtv2XLFhYuXMjmzZtxdHRskphaZHIEcDazZl63UXxydjtLoncyO3gEniJBNpheLyMrITE2l49iDwNgYixhb2dKOzcrfFzMyNbmY2sj88bgbvT2cmrRK9X0au/A2jkR/Hg4iZWRiTz02QGmD/LjkYHtDZq8hcal1Wo5ceIEW7du5e2332b37t1V723YsIGPP/6YrVu3YteEFR9bbHIEcDS1Yl630XxyrjJBvtB1GN5WTfNXoq3acugKmSUyVvYmvP/iIJydLLG0qD4MnphTwBtbj/HW7lO8Eh7CEP92Boq2foxUCqaH+zMipHKovWJ/Er+dTuHVCSH08Rc/H23BxIkTAejRowdXr16ten3fvn2cOnWKnTt3Ym3dtDNaWvyfWgdTS+aFjsZMYcTn53dzpSjb0CG1Gjn5ZazYeAEbCxWYKvHzsb8pMQJ0cLRh2f0R+Nla8N7+KJYdi0Hfsu7T1cjV1owPHunNx9N6ADDv+9O8/P0JsvLLDByZcKdMfl9WTqlUotVqq1738/OjqKiI+Pj4Jo+hxSdHAHtTC+Z1G4W50ogvzu8msfC6oUNqFT778Qw6vUzPTi6Uq/W17mtnZsKSCQMZ3t6Vny5c5fWtxyhRa5op0jvTx9+RtXMHM3Nwe04m5fHgkgN8G3kZjbb2cxZaH29vb9avX8/06dO5ePFikx6rVSRHADsTC+aFjsZSacKXF/ZwueCaoUNq0Y5EZXAyJoepowJxc7REo618SqU2RkoFr0R049k+HTmTmcesXyLJKCxppojvjLFKwWMR/qydM4ievnYs25vIg0v2czLxhqFDE/6mtLQUDw+Pqu3jjz9u0OcDAwNZs2YN999/P4mJiU0UZQuc51iXAnUZn57dToG2nKc7RxBo62bokFqckjINT7y9AwszI77+53C2HLzC0l8u8L/3R2Ndw7C6JmfSc1iw8yQysGBET3q0c2raoBvZ0YRsPtgYzfViLQMD7Jk3rivOLezZcqFlazU9xz/YGJvxYrdR2BqZsvTifmLzMgwdUouzctMFCkp0vDS9FyqlAnOzyiXBikvrP0zu3s6RpZMGYWtqxGvbTrL+fBKt6e9o3w5OrJ0bwePhvhy9nMsbKw/x/e541FqdoUMTWolWlxwBrI3NmNdtNPZGZnwds5+Y3HRDh9RixF3NY+vhFEb19STIt3Lqk+XvybG0vGHXEN2tLVg6KZzubnZ8eTyWD/afRVPH0LwlMTFS8sSQAH54YQCuNpas2pnAtEV7OHwxq1UleqF2jz/+OM7OznTpUnOFTVmWmT17Nv7+/gQHB3PmzJl6tdsqkyOApZEp87qNxtHYguWXIrmQm2bokAxOq9Pz4XcnsLFQMvO+rlWvW9xGz7Hqs8ZGLBoTxgNdfNiVmMWcTQfJK6totJibQzt7CxY+Hsbimb1RKiXe/PY0/1h6mJTrLXcRYKH+ZsyYwfbt22/5/rZt20hISCAhIYFly5bxzDPP1KvdVpscASyMTJgbOgonE0u+uXSA8zdSDR2SQf2yO4H07HJeeKh7VUKEP5NjSQN7jn9QSBJPhnXijYgQkvJKeGrdfi7fKGyUmJtTrwAnvnt1KLPGduRSaiGP/zuSL3+9cNvfi9AyDBo0CHv7Wz8gsmnTJqZPn44kSYSFhZGfn09mZmad7bbq5Ah/JkhXEytWxB4kKifF0CEZREZ2Cf/dFkvPIAf6h1RfWdvCtHKuf0nZnSWBIf7t+Gx8f2TghY2H2J/U+q73qpQKpoS3Z83rQxkS4srPh5KZ+t5udpxKRa8XQ21DGznYgp4hptW2zp0707Nnz6pt2bJlDWozPT0dT0/Pqn97eHiQnl73pbhWnxwBzFXGzAkdibupNaviDnE2J9nQITUrWZb55L8nUUgSsx/qcdP7Fua/9xzLtDe911ABjjYsmxyBj60FC/eeY8WJS61iwvjf2VuZ8MbUHvzn+f4425iy+KdoZn26n7jU/CY9rl4vs3LDObJzi5r0OK1Vdq6Wg9vdqm1mZmacOnWqanvqqaca1GZN15fr84hsm0iOAGYqY2aHjqSdmQ3fxh3mVPYVQ4fUbPadTONCUgGPje+EUw2LMJib/nHNUd0ox7M3N2HJhAEM9XXhx+gr/HPbcco0d554DSHIy5avX4zglSnBXMsv55nPD7Pox9PkFTfNddWN+y6zbm8yp2PF/MuayMhoZF217U55eHiQmvrnJbe0tDTc3WuvWwRtKDkCmCqNmB0yAk8zW76PP8qJa0mGDumOZOcU8ckHe9nyawzxcdmo1Tf/oBSWqPnPT+fwc7fgnkHta2xHqZAwVkkUlTTeL7yxUslrQ7rzTJ+OnMzIZdYvkWQWlTZa+81JoZAY1dOTH94YxqT+Xuw5l8XDi/awLjKxzonzDXE1o5CVv8bQPdCekX29G63dtkQGNOirbXfq3nvv5bvvvkOWZY4dO4aNjQ1ubnXPj27RC0/cDhOlEc+HjODL6N2suXwMvawnzNXf0GE1mFqj45nXt2Om03P8zDVMbJSoi3V4eljSpYs7nYJcCAhw4qv1UZSr9bw0vVet1QXNTBQUFjduqQRJkpjU1Q9vOyve3nWKp3+O5J2RvQl1d2jU4zQXC1MjnhvflXv6+vLJz+f4akssGw8nMe/+bvTocGcLWqg1OhZ+cxQzYwUvP9q7Ra98ZEgyUCE3LCE+9NBD7N+/n5ycHDw8PHj77bfRaCqvr8+aNYsxY8awdetW/P39MTc3Z9WqVfVqt9U9IVNfap2Wr87vIankBg+070U/1w6GDqlBoi9d560PI5k/ZwB7DydxMvoa9/Tz4uLFTFLTitH//vOjtjTCycWCe/r74u/ngI+3LaamN9eBfuytbbg7WfB/zw9qknjTCkp4fctRrpWqebZvEBM6+zbJcZqLLMscibnGkvVR5FRoGRvkxCOjOuPicHv11Zf+HMWmyKsseLoPfbq4NnK0bUdwsBG/bq3+h2jyhHacOnWq2WNpcz3HPxgrVTwbPIz/nNvN9/tPclZRxMOjO2NrZWLo0OrlTHQ6CgV0DnTim7Vn8PexZvr0ngCo1TqSknJZs/48Z5PzUGeX8N1/zwEgSeDkaEp7P3sCA13w93PA28sWc1MVJbcxz7G+PGwsWDo5nLd3nuSLo5e4nF3AnIHBGClb55UbSZLo39kVb3dLntoYyd6MLCLfzuCBkQHcPyIQ4waUaYiKz2ZT5FVGhHmIxFgHGQkNLaNX3WaTI4CRQol/tjeROwpJMU9h56EUxg3yZcqojthYtuwkefJcOn6eVkgSZOWUM6D3n9eojI2VdOzoRLFSTzt3C75+axR5eWUkXcnlcuINYuOyiD5/jaPHK6faSBJo7EzQuJhyIPE6PT3tMTdu/P/1lRPG+/LN8RjWXUzmam4hC0f3wdasZX/Xt6LT61kUeQqlQuK9B/vzy2+xrNkaz47DV3juoe706Vr3dauiUjWLVp7AydaYZyaHNEPUrZseKJdbxh/UNp0cy8o0rFt/gY5eVjz7TD+++/UiG/ZdYcvBq9wb4cf9IwKxqudCDM0pv7CcjGtlPDShE4nJ+cgydGxf/TqeTqcnKaOEYX0q52/Z2ZnRw64dPbq3A4KRZfn3hJlHQmIOe6LSSMrX8frGcyiMJDo5WRAR4E5fXye87cwb7RqYUiHxdN/O+DvZ8mFkFB/tOMFb4/pj1ApX6f72dCwJeSW8OjCErp4OdH2mP2cuXeezNad4e+lxugXa8/zUHrg53nqovWTNaQpLtXzyj0GY1qPi4t1OBjQiOTa9jb/FUFqq4/FpvfB0tWb+U31JySxk9abz/Lw7kV8jk5gwuD2Thgdg1YRFohrqfEzlepXdu7pxPj4HAH+f6svBX80oRKOV6dKh5tVyJEnC3t4ce3tzevZox7ARAUz9vz1EONrg7G3NocQsPj+UwOeHEnAwVdLfz4mB/q708LDHtBEq+w31b0deZhnfrokmtUchfp6tq4pkVOYN1l64wmBvF4b6e1S93j3ImeULRrF+Tzw/bI3jqbd3cf/wDjwwqiMmxtW/t70nUzkcfZ2HRwcQ6C2KxNWHjIRGbhmVJdtscswvKGfz1jh6hLrQwf/PXpeXmzX/mtWfK+kFrN50np92XmbTvkQmDvVn4rCAao/dGcqJc6mYmijw9bZj7eYL2FqrsLWuvtzWpSu5AFWLS9TFydaM8GAXDl24xv8md2NORBCZhWUcvZrDgfgMtsVm8WtMFioJujhbEh7oTj8fRzztbu8GBEA3Lwe+00NWdkmrSo6F5WoW7jmJs5kRcweG3vS+kUrBAyM7MrS3N1/97yxrdySw8+hVnnuwG2HBbkiSxPXcUj7/8Szt21ny0MjA5j+JVkqPRLls+N9BaMPJce26KLQ6melTb35iBMC3nQ1vPzuApLQCVm2M5sftCWzYe5lJwwK4b4h/1TJfzU2WZaIuXqNLR0eUComEq3l08Lm51xEddw1LMwUuDvUvcv/wsED2RV1j46EkHh3ZETdrMyYGezIx2BO1Vk9URh4HL1/jUOI1lhyIZ8mBeJzNlPT3c2agvyvdPOwwUdX/r7qLU2VizcpuHQvmQuX3//6+UxRpdLw3qi9mRrf+FXG0M+PNWf2Iis9myX9P8e6yE4R0sOO5h7rz7+9PoZfhjSfCULbSm1KGIMsSatFzbDqZWUXsO3CVwYO8cXezqnVfPw8b3n1+IJdT8lm1MZo1W+NYvyeBycMDmDDYHzPT5v2KUjMKKSrR0bubJ/mF5eQXaukcePMdzktXcgnwtm3QtUJfN2u6+dnyy4EkHhzSAZO/DJ+NVQp6eTnQy8uBeUM6kV5QytErOeyPz+C3S5lsuJiJkQK6ulj9fq3SkXY2tSdmS3NjzEwUpGUV1P8LMLCNMVc4lZXHUz070vXEAfIAACAASURBVMHRpl6fCQlwYtlbI9m09zLfb7nE0wv3oEdizkMhuDvdfs/7blQ5CVwkxybz7Q+nUSolHmzA3UF/L1v+b/Yg4pPzWLUhmu9/i+WX3fFMGRHIvRHtm+1i+rmLleUfQju7cvlqHgABvtV7jgXFFdwo0HBvRMOnhUwbGcS8r46y42Qq9/bzueV+7WzMmRzqxeRQLyq0Os6m5XEwMYvDidf5ODIOIuNwNVcxoL0LA9q7ENrOrsbSqI52JqRnto7kmJhbyLKTl+jmYsukLn4N+qxKqWDS8AAG9/bi552XCPS1Z1APryaKtO2SkSjXi2F1k0hIvMHps9eYeG9H7GwbXuw9wNuORXPDib2Sy8oN0az+9RLrdsbxwKiOjAv3w7QJpsD8QafTc+TkVRzsjHByMGfngSQkCfy8qifH2CuVSTPIr+F1vIP97PF1NuOH3XGMDfOu9amaP5iolIT5OBLm48jLQyE1r4SjV3PYH5fBxgvp/Hw+HWMFhLhZEx7gTl8fR9ysK797VydLklKadjGHxlCm0fL2ruOYqxS8Nrjnbd+9t7cx5an7uzVydHePyhsyf/8dM8xzKm0qOcqyzKrvT2JupmTCuE531FZHX3s+mBdBTNINVq6PZuXGGH7aEctDo4MYM9DvpjuTNdHp9BSUqMkvUVNQrCavuIKCEjV5RRXk5JeQW1hO/u+vFZXrKFPLOJWWY3xDzcJ/bSezoBx7cwW6v1XRu5iYjUKCDl4NvwMqSRLTRgbxzvdnOHwhi0HBDa/B42lngaedBVO6eVOu0XE6LZeDl7M4nJTNyX2xALhbqBjo74rS3ozcC9no9HK9ErGhfH44mqxSNYtH9sGulc7LbAv01HTN0TCLmrSp5HjufBYxKUXMnBKMWSPdUOnk58BHLw3mwuUcVm6IZvn6i6zdHss9Ef64uFhSXK6tSnZ5ReXkFVVPdjWRAHMTCWszFdYWxvi5WeNgY4aDjTnWSgXZcde5eD6TilINpRqY+eQvWFup8PC0wd/fiZPRGXg4m9UrQddkQFc3HK1UfL8jhoFdXe9ojqOpkZL+vk7093VClmWS80o5ciWbyPgMfo5OQyeDrasxy344w4P3dMauBRa52peUzu4rmdzfyYdu7nf2DLVwZ2RZouKmu9UiOd4xLy9bCj0sWRGVCk4WjAp1R9VIdwq7+Dvy8ctDiIrPZuX6aH6LjCNb/+fXZ2EiYWWmwsbcCD83a+xtzHC0McfW0gRbS2NsLU2wsTDG1tIYK3Pj2ntRwyqfAy8oKOfKlVySU/K5nHCdq8l5XLp0A4wkxk7peuvP10GpkJg6LJDPNlzkfFIuwe0bZ6EISZLwsbfAx96CqT18KFVrK3uV+xPZfjCZnYeSGRzmyZSxnXBtITcqMotK+fhgFO1tzHmsV5Chw7nryYD6pmG1YbSphSf0epnDcdf5ekcMV29U4GCh5PGhgYzp5tGoT2jIssyRMxl8+/NZrl0vw83BlCem9qBniFuTr7ay+2QqH/73DB+80J8Q/9vv5VRodNy/YAeBHtZ8+MyARoywZhnXivlpSwyRJ9LQyxAW4sKD93bB16N+d4Sbglav54WNkaQVlbFsYgRuVvWfFiU0Dc8u1sxbF1bttTXTcutceGL79u3MmTMHnU7HzJkzee2116q9X1BQwCOPPEJKSgparZaXXnqJxx57rNY221Ry/IMsyxyNz+brHTEkZpdjZ65kxuAOjOvhWW36yp3S62WOnEpl9f/OciNPjZ+XFU9M7UmngKYbmr365UESM4r46Z3RKO7wGt7q7Zf4fnciK14Kx8e19ilPjeVGfhnrd8SxI/IKaq1M1wA7Hh7flU53uCTY7Vh+4iLrLl7l9fBQBvu1a/bjCzfz6GLD7J/6VXvtp+nZtSZHnU5HQEAAu3btwsPDg169evHjjz/SqdOf9x3ee+89CgoKWLx4MdnZ2QQGBpKVlYWx8a2fjGuTs1MlSaJfoDOrXwjn39N74GRlwidbYpn4wR5+OnKFCk3j1C5WKCQG9PZi6eJ7eHpaN67fKGX++/t468O9JKc1/vSVwhI15xLzGdrD444TI8B9A9tjpIQfdsc1QnT142BrxpMPhLL6w7E8dE9HElMKeO3DA3yw9CDxSbnNFsfZjBzWXbzKUF9XkRhbEFmufHzwr1tdTpw4gb+/P35+fhgbG/Pggw+yadOmavtIkkRRURGyLFNcXIy9vT0qVe3D9zaZHP8gSRJ9Ojix4rmBLHmsF+52Zny2LY4Ji/fww8EkytSNc6FXpVIwarA/33x0L1Pv60RcYi5z/7WTj746zPWcxns65EBUBnoZhvdqnFWkbSyMGdnTg31RWWQXlDVKm/VlaWHMQ/d04tsPxzFzSleiL+Xw8nv7WPSfQ1y/0bRP1OSXV/B/e0/hambM7P5ipZyW5I95jn/dsrOzay2wVZ8CWs8//zyXLl3C3d2drl27smTJEhSK2tNfy7jy2cQkSaKHnwPLnx3I2Su5fL0jhi93xvPd/gQeHuTPpDBvzBthkreJiYr77+nMqMEdWLf5Alv3JnLlWh7t/VyYOqYTrrWs3lIfO45dwcXWiPbtrO841j88OCSALcfT+Hl/Is+Mr7koelMyMVFx77AODBvgw89bLrFpZwIno7YzblwgIwb64WHXuNcBZVlm0d5TlGh0LB7Tr9bHA4XmV7kqT/XeopOTU63D6voU0NqxYwehoaHs3buXxMREhg8fzsCBA7G2vvXvUpvuOdakm689S2cN4D8z++DvasnXuxO474M9rN6XQEl54/QkrSyNefyh7ixdPJYuHd3ZdzKdJxbsYvHK46Rdu71C8tn5ZcSmFTOit0+j3vRxczCnXydHNh9NNmj9ZnNTI6ZPCmbpotH07eHGpvhMJnx9lEdXHmFTVDqljdTLX38xibPX8nmyVxDt7Rvvj4zQOGQktLKy2laX+hTQWrVqFRMnTkSSJPz9/fH19SU2NrbWdu+65PiHEG87vniyP18/FUZHd2u+2ZvIhA/28M3uOIrusL7zHxztzXnmwe6sfnckYwd6c/hcJk+/s5uFXx8hOaOwQW3tO1M5TBjaw7OOPRtuUC9vlHZG5BU1TcW9hnCyN+flp/ux/OmBPDPQlxslat7dFsuwTyP558YoTqfk1dhTqI/LNwr45mQsPVztuK+Vl3Foq/SyRIVOVW2rS69evUhISODKlSuo1WrWrl3LvffeW20fLy8v9uzZA8C1a9eIi4vDz6/2R0Tb5N3q2xGbXsDynZc4npSPqQru7+vDQwP8sG7EdR7zCsv5eWccvx28ikYr06uTI9Pv7UL7eizn9cSiXSgkieWvDWu0eAC0Oj0PfXOEnBI162cNwK4FrWsJlUOm6PQC1p9JYU9cNuU6cDJXcl83T+4JdsfNpn6PiJZptDz5y17KtXpWTB6CjWnLOk+hklMnByZ9P6baa6eevlTnVJ6tW7cyd+5cdDodjz/+OPPnz2fp0qVAZZGtjIwMZsyYQWZmJrIs89prr/HII4/U2qZIjn+TkFnI8l2XOJKQh4kSJoV5M3Vge2wbccXwwmI16/fEs2lfIhUamdAAOx4dH0xgDUuTAaRcK+KJxft5+t5OTI6oufzq7foqMoEVR1P44L6uDAl0btS2G1uZWsfe+Ov8cuoq0VmlSECwqzmTevowJNC51kV6F+07xb6r1/hwVBghbq2zOuLdwKmTI+O/G1fttXOzLhikwJZIjreQmFXEN7tjORR3AyMlTOjlySPh/tg3Yu2Z4lI1m/Ylsn5PAmUVejr72fDo+K50+dvk7lVbYvhhTyJrFwzHwbrxHr+LzSpk+rcnGdLBgfcn3ryoa0uWkV/Gr9HpbDybSk6ZHlMlDOvozMTuXnR1t652XXZPYhqLD0TxQBdfnuh1Z8/cC03LIciJMavHV3vt0nPnRHJsia5eL+ab3bFEXspBpYB7enowPdwfx0ZMUqXlGrYcSOKnHXGUlOsJ9LLi0fHBhARWJsmpb+/A2daUJXMjGu2Yaq2eB5YforBcx4ZnBmBdQznX1kAvy5xJyWf9mWT2J9xArQd3SxX3dfdiXFd3NLKWpzdE4mltzufjB6GsY/qGYFj2QU6MXHVftdcSnj8jkmNLlpJTwso9cey9eB2FBGO7ufPo4ACcG3EhhXK1lm2HrvK/bZcoLNXh186CoX19+XLzJeZNCWZ0WOPMbwRYsieO70+m8enkYAb411yHprUpqdCyO/YaP59K5lJ2GRLgZA0qiwqWT4rAxVI8HtjS2Xd0ZujKSdVeuzL7pEiOrUF6bikr98Sx6/w1JGB0qBszhgTgehtrR96KWqNj59Fkftwaw40SHZKJgnXvjsKykVYaupBRwGPfnWJ0kBPvjA9ulDZbmpTcUn6NSqOkuJARPbzp5t42/gC0dbYdnQn/Zkq119LnHhPJsTXJzCtl1d54dkRlIQMjurrw+NAA3O0bb7WZG3llPDp/GxUmKj6bO5CgRqhgV67RMWXZIco1etbPGohlM5eBEITa2HR0YcCyB6q9dm3eEYMkR3EB5ja52ZnzxqRQfvpHOOO6ubP/YhZz39vNp9+fIie/cR7F27IrDlW5DmOVxLq98Y3S5uf74sko0vLuhBCRGIUWR5ZBrVdW2wxF/HbcIRcbM165L5jHBvvzw28x7DqWxt6TaYwZ4MNDY4Kwuc2728UlarbsuUyvEGes3G3YciyV3MJy7O/gRtC51Hx+OpPO+K6u9PFpeIkFQWhqMhJafcvos7WMKNoAJ1tz5jzSk+ULhtMvxJXNkVd5dP52Vm+6QMltPHHz26541BqZqfeFMDHCH70Mvx66ctvxlal1zN8YhaO5in8M73jb7QhCU9PJimqboYjk2MjcHC147YkwvnpzKKGBDvy08zLT39jK/7bHUl7P54PLyjT8uiOO4CAHfL1s8XCyJMTPhl8PJ6H5Wz2Z+vpkdyzXSrQsnBCCeRMWCROEOyHLEhqdstpmKCI5NhEvVysWPDuAz16NoIOXLd9ujuXRN7axaV8imjrWk9y27zJlFXqmTvxzOa0HhnakqEzPgaiMBsdy8mou66OzuD/UjR63UZRLEJqLDOj0imqboYjk2MT8vWx5/8VwPnxxIG5O5nz983lmvLmNnUeuotPd3AusUOtYv+USHf1tCfxLbZcegU442xjx056GLUxbXKHlzU3RuFqqmDM08I7PRxCalAw6Waq2GYpIjs2ks78Dn7wyhIXP98PawphP15zjibe2c+B0Gnr9n7OpdkUmUlKm4+FJ1R/nUygkJg/uQFJWKbHJefU+7kc7L3GjTMd794XW+uyxILQEMhJanaLaZigiOTYjSZLoHuTMl/8czvwne6FUSLy/8hRPv7ODExeyUKu1rNt8kfbeVnSuoQ7NiN5emKgk1u2r37Sew4k5/HbxOlN7tiO4neEKWQlCfcky6PWKapuhiORoAJIk0T+0HcsWjOIf07tTXqFjwVfHePrN7RSUaJk6MaTGBW0tTI0Y3suDQ+evk1tYXusxiso1LNh8Hg9rI56N6NBUpyIIjU6nl6pt9bF9+3YCAwPx9/fn/fffr3Gf/fv3ExoaSufOnQkPD6+zTZEcDUipkBjax4tVC0fz/IPBFEgy+Y7mrPj1PCcvZNW4qOuk8MppPZsP1z6tp6RCi1FhBdO6e2OiEsNpoXWQkRp8Q0an0/Hcc8+xbds2YmJi+PHHH4mJiam2T35+Ps8++yy//vorFy9eZN26dXW2K5JjC6BSKhgz0I9HJwajNVaSVaTmra+OMeudnRw6m17tmqSHsyXBfjZsOlT7tB4LYxX2pkZ8vfkiMSn5zXEagnDnZJD1UrWtLvWpPvjDDz8wceJEvLy8AHB2rnvtUpEcW5DBXd1RSjCgvw9zHg6lrELLe9+cZOZb29l3IrXq7vYDQwMpKtNzsJZpPVZmRiyZ1R9rcxUvfXOUK9eKmus0BOGO6PVSta0xqg/Gx8eTl5dHREQEPXr04LvvvqszDjEbuAWxNjMixMuafRcymfvaMIb18eLA6XT++9sFPvz2NKs2RvPwuM5E9PTEycaI/+2JY0gPj1u252BtymezBjDriwPMXXqEpS8MxM1eLNsltFyyDPq/3aFujOqDWq2W06dPs2fPHsrKyujbty9hYWEEBATcsl3Rc2xhRnX3IrdUx6X0ApRKBYN7e7J8wSjemNkLMxMVS9ac47E3txHkYU9SVilxdQyZ3R3M+fTpfqi1euYsPUxuCyiiJQi3JjV4WF2f6oMeHh6MGjUKCwsLHB0dGTRoEFFRUbW2K5JjCzMwyAWlBLui/hwWKBQSA7q1Y+m/RvD2M2HY25hw5EwGyDIrNp+vs00/V2s+mhlGXomGuV8fptiAJVgFoVa3cc2xPtUHx48fz8GDB9FqtZSWlnL8+HGCgoJqbVckxxbGysyIbt7W7I7KuGm4IEkSvbq48vnrw3h/Tn/crYxIuppHUYm6znY7e9uxcHpP0m6U89Lyo5Sra3+EURAMRi9V3+qgUqn44osvGDlyJEFBQUyZMoXOnTuzdOnSqgqEQUFBjBo1iuDgYHr37s3MmTPp0qVLre2KxW5boG1n0/m/9edZ+lQYXWop25qYVsDzi/cza1IXxtezKuGeqAze/fEcPfxsWfxEGCql+PsotBwmPh64vTW72muO//lJLHYrVBoY5Fw5tD6XVut+7T1s8HQ25bcDl+vd9tAQd+aO78TppHwW/ni62jQhQWgJZJ1UbTMUkRxbIEtTI7r72LDnfEadyeue8A6kZZdzObX+cxkn9PXhsWH+7L+Qzacbo2u82ycIBiGDpK++GYpIji3U6B7e5JfpuZhWe9KL6OmBUgFbDiY1qP3pQzswsa8nv55IZ+XOhq30IwhNR2rwNcemIpJjC9U/0BmVou6htZW5MWFdnNl/Oo2KBtxkkSSJF+7twrBgF77fl8TPhxqWXAWhSciATqq+GYhIji2UhamKHj627DmfWefQetwgf8rVMocbuBCuJEm89kA3+nSw54vfYtl5pvZELAjNQQyrhTqN6uFFQbme83VcTwzu4Ii9lYrNkQkNPoZKqeCd6b3o7GnFe+uiORSTdbvhCkKjkOTqm6GI5NiC/TG03noqudb9FAqJ0QP8iE0uIiunpEHHKCnXcvxyDi7OluiNFXy95gTnz2dW26e0RE1GRiFpaQVkZBZSUo95lYJwW1rQsFo8W92CmZuoeKyfJ7/+GsteVxuG9Pe95b4j+/qwZls8249cZca9nW+5n14vc/laEUfjszkQk0H8tVL0MpgoIdTLhpJL2by/eD8P3R9MUX45586kkJlWgpGjCUXFldc0x43xYfrDYY1+voIAhh1K/5VIji3clPBAYk9l8PmKU5SXaxkztOaFa53szOja3obtR64wbVwnlIo//+Lml6g5mXSDgzEZnEi8QVFF5VjFy86YB/t60y/QmS4ethipFBQWlrNgwU62bTpPUaEWT29r7pnYGTcfOxQKBTq9Hl9vUaRLaBqSLJKjUE9mpirefmUIi5YcYPmac5SWaZg8rlON+94T3oH3Vp7iXFw23QIdiTyfycoDCVzJqUAGzI0kevnZMaCTO73bO+JoZXJTG9bWpqg87Si3NeHrl4dgZmbUxGcoCNVJBhxK/5VIjq2AsZGS+XPD+eirw6xZf5HSMg3TJgfftCxTny6umJso2ByZwPmjV9lzNhWpgwOPhfvRN8CJQHebaj3KW5Ek0OnVIjEKzU/0HIWGUqkUvPzcAL5YcZwN2+IpLVPz1CM9Ufwl2RkbKRna25NdOxOIL9IwdHh7npjZx4BRC8JtEMlRaCilQmL2zD6YmxmxdW8SZWUaZj/ZF6VCIienhCNHk4k5lISRTo+TtzUzHutl6JAFocFEz1G4LZIkMfPh7pibGfHzljgys3YhlVaQnFIMgIeHBWZGKtTGCpRixR2htbnNYfX27duZM2cOOp2OmTNn8tprr9W438mTJwkLC+N///sfkydPrrVNkRxbIUmSeHhSMMYmKtbvjMFMLTHl/i706++Dq4sVv+5J4Jv/nedqWgE+HqJetdB6SIDUwKVG/6g+uGvXLjw8POjVqxf33nsvnTp1umm/V199lZEjR9arXdG1aMUmjw3CqrMr6Z5WjBobhKuLFQDhvb1QSLBLPC8ttDa3sSpPfaoPAnz++edMmjSpXpUHQSTHVk2SJGaP6UKxWubHw38mQhsrE0I6OrDvaEpVxcL6kmWZsgodYhUzwVD+nhwbo/pgeno6GzZsYNasWfWOQwyrW7kunrb08bPlh8NXmBzmg425MQCjIvw5+9VxzsZcp2dX11rb0On0nE/K5eCZVA5FZZBfosNDqSE3txR7Ua1QaE7yzcPqxqg+OHfuXBYvXoxSqax3KCI5tgHPj+rE9C+PsHr/ZeaMqbzO0rOrG2YmCrZHXq4xOZZXaDkVe53I06mcvHSdMrWMSgnBfnaE+Dvz83/PcvhoMveMrb0IkSA0tobekKlP9cFTp07x4IMPApCTk8PWrVtRqVRMmDDhlu2K5NgG+LlYMaSTE+tPpjJ1gB9O1qYYqRQM6u3J7sPJFJeosbQwJr+ogqMXsth/KpkLSflo9WBmLNG7szMR3b3oHuiEqUnlj8TxPXHsi7wskqPQvGQaPM/xr9UH27Vrx9q1a/nhhx+q7XPlypWq/54xYwbjxo2rNTGCSI5txqwRHdl/KZtlu+OYPzEEgBED/dhxMJkl/z1DRkEJl9MrV+yxs1Qxup8XA0M96OJnX+OUn8HhHfjvj1GkpubTrp1NtcnmgtBUJEDRwOT41+qDOp2Oxx9/vKr6INCg64zVYhHVB9uODzadZ/PZDH54YQCeDhbIsswbH+7mXEoJ7i5mhHf3on+oO37u1jddk/m7GzdKeeaFTXjZmWJnq+SNhffU+RlBuFPmLp50eGBetdeMjqwR1QeFOzNzaABKBXy14xJQeVF6+MAAVGo9T4ztwvSxQbRvZ1OvJGdrZ4qNjTHJhRUEdPUUiVFoHqLAltAU7C1NmNLHm8i4G8RnFgIQ3tsTZztjvv0lqt5lWCvUWhb/O5L8Yi0aCyN+vZDJtdzSpgxdEKoodNU3g8VhuEMLTWHaoPaYG0l8se0iAEqlgmkTg8nMLufImfQ6Pg1FRRW8+c4uzkZfZ/rUEBa9OpjiMi1zPthLSlZRU4cv3O3+uCHz181ARHJsY6zMjJg20I/TyYVEJecBMLCXJy4OJny3PrrW3uP17BJe/dd2UtIKmfd8X+4Z3ZEgX3s+nheOTg8v/ns/CSn1r48tCA0lIYbVQhOa0tcXG1MFn229gCzLKBUS0+4LJiunnEOnaq4weDnxBv/30S6ySjXMfyWCvn28qt7zbWfDkpcjMDFS8NKnB4hOyGmuUxHuNjIodHK1zVBEcmyDTI2VPDEkgNisUo7+nsgG9PTA1dGU79ZHo/tb7/HI0WTefHsXN4r1lKtU7D2TdtNTB+5Olnz2yhDsrYyZ/5/DHPtbES5BaCyi5yg0qXt7eOJkoeLzrRfR62UUConpE4O5nlvBwZOVTxPIssxPP0fz6RdH8fa05stFY5gw2JcdR1NZv+fmMq+OtmZ8+vJgXKyM+Xz5EQ7tS2zu0xLaOnG3WmhqRioFz4wMIiWvgj0XKnt5/bq3w93JlO/XR1NWpuHjJQf5eUMMffu0490FI7G2NmXmxGB6dXZkxYYYjkZl3NRuRZkW9Y1S9CU6li05woFjIkEKjadyyTK52mYoIjm2YcO7uuFpZ8yXOy6h1ekre4+TQsjOrWDea1s5fjKDKZM6M/eFARgZVT6Qr1BIvD4zDB83C95fcaLaDZii4gr+9f5udDqZ9/41nN4P+PJ5WjQn0m9OooJwW0TPUWgOCoXEC6M7c71Yy2+/X0fUFFdgKuu5kVfGlAeDmTyx600TvE2NVSx8YSCW5ir++flBsvNKUat1vPPhPnLzKpg/LxxfbzuenNIXDwsLPj52giv54i620DgU2uqboYjHB9s4WZZ54qtDZOSV0UOtJzE+D3d3C65LUKjW8/oTvekb4l7jZ69mFDL3g3042ZrgaWVK1PnrzHs2jP69/7yTnVdWzrwdu5CAf48ajp2paTOdmdAWWdp5EjpkTrXXypPXiscHhcZXuSBuZ1RqDQlXC3h0ejc++vAevnhrJB7OFixcdoLN+2u+bujjbs38J/uQnl3GmZhspk/pWi0xAtiZmfJm+EBKdFre3X+ACp0BH2kQWj0xz1FoVqE+9jzbzQsHM4lDsVmotTpsrUz4+OXBhAba89W683zzy80TxPV6PecPXcUmp4xpozowfkzNy5f52dkyr09vkotL+PTosRoXHxWEepFlcUNGaF5jJnRl4vTeRMfn8c9PIikr12JqouKd5wYwPMyD9XuTWLTiGBpNZc9PXaHlwwW7OH44kaERvkycHFJr+3082vFQp46cyLrOj+cvNscpCW2RfHt3q7dv305gYCD+/v68//77N72/Zs0agoODCQ4Opl+/fkRFRdXZpkiOd5Hh/XyYN6MHccmFvPHJfkrLNSiVCuY+0oNpYwM5fO4ar30aSXGpmrXfHicm+jqWZkZMeiCkXqvyTArqyAB3N36JT+BgSmqd+wtCTRo6rP6j+uC2bduIiYnhxx9/JCYmpto+vr6+REZGEh0dzZtvvslTTz1VZ7siOd5lBvfx4pUnepGYWsRrH+2npEyDJEk8NCaIedO6EZdcyNzFexk4KggLGxOuyxKrf71AckZhnW1LksTzfXrhb23N5ydOEX8jtxnOSGhTbqPnWJ/qg/369cPOzg6AsLAw0tJqfoz2r0RyvAsN7OHBa0/25mpmMa9+tI/iEjUAw8K8eff5ftwoqOAfHx2gsEiNraMpkafSee7dPbz84V5OnM+sdfEKI6WS+eEDsDYyYuGBQ2SXiqXOhPqraRJ4Y1Qf/KsVK1YwevToOmMRZRLuUv26tWP+02G89/UxXv5wH4tf1Qi+FwAAFJVJREFUisDa0oTgDo50tjcjKSWfaU/0YOTYIAqKK9h+4Aqb9sbzzpfHcLQx4r7hgQzv74O5qdFNbVubmPDW4EG8smsv7+w/wAcjhmGmEj9qQj3IIP3tj29jVB/8w759+1ixYgWHDh2qMxTRc7yL9Ql2481n+pKRXcrLH+wjv7Cc5cuPc/nSDaZNCmbk78W1bCxNeGBMR75bPI6XH++JlYUxy3++wCOvbOHLH85w8EASh/YmcmD35aq2Pa2teaVfGJmlZXx06Ag6cQdbqBcZSaevttWlPtUHAaKjo/+/vTsPj7q69zj+ni2zZrInZIfsBBLWsIQlGLaKuFFqtVat1pVb0Vq1PrW9gt20tNe22qq1t6j12roXkX0XWYKsIURCQgghZCMhyWSbyUzmd/8AKSkDSSBkQvJ9PU+ePM9vy/kxMx/OmXN+53D//fezbNkygoKCOr2uDAIX7PuqisV/2o5Rp8Fd1czcOUnc9d0xlzynoOQ0H605zN78akwnGlG5wUev5o337uxw3IojRfwt9yBz4+O4d9Sle7yFsFoiGT/ikQ7b6hz/umTN0eVykZSUxIYNG4iMjCQjI4N3332XYcOGnTumtLSU7Oxs3n77bTIzM7tUFmnrCEYNDeP5hZN55Y0vcOnUzJ6b3Ok5yYMD+clDmdgdLqpO2jAYdZgtPhccd0NSAsfr6/nsaDExflamxw25Grcg+pH/bFZ3piurDz7//PPU1tayYMGCc+d09tSN1BzFOfm5Fby1aw8nAxR+NGkcowaF9ch1291untu0hYK6ehZlTWFYSHCPXFdcPfY2Fwaf3q87+ZkjmJD6UIdttcpyrzw+KOEoOjjeYOOFLduotDu4MWEId41IQ+dhXevuam5r48k162l0OlkyazrhFksPlFb0hHa3QmllI/nFtRwoqCK/uBYVCn//5dxeL4ufOYIJKQ902FarWiHhKPoGh8vFX3bvY2PpSWItZn48NZNwi/mKr1vR1MRTazfgq9Px29kzMPtc2AwXV1+L3UlBSR2Hjtayv6CSorJGHM4zMWA2qEkZ7M+olEHMy07o9SV5/UwRTEz8fodtNbpVEo6ib9l+4iQv5+zGrcCCcaPJio3u/KROHDpVw6ItW0kO8GfxdVlo1F2vlbpcbrRaGWDRHYqiUH26lUPFtRwsrOZg4SnKaxx8/aGPCNIzPCGY9KQwhg4JJDzY5NU1yv2M4UxMuK/Dthr9GglH0fecam7hxa3bOWprYnJkOAvGjcGou7LvotYXH+PVvfuZHhPNgnFju3SOvdXJz57+jIlTopl3W9fOuVY1OpwcLa2nprYVnVZ93o8GnVaNtsO2jvtUKiipsJFffJr9hys5XFJHY+uZ4TA+WhUJURZGJA9iWHwwKYMDMBsvHKfqTX7GcDKH3Nth2ynTWq+Eo/RWi0sKMZt4cVY2/ziYz8cFRRxeuZZnpmYSH+B/2decETeE0voGVhQfI9bfnxuSEi44xtHmwmZzYLM5aLDZWfFRLpXlzSQkep57sj9odbr4OK+Y93KLCK5QqDzh7PY1Aswq6hvduDUqAq060hODGZkcRmpcELERVjRq79UKu0RRwNU3pr2TcBSd0qjVfHfEcEaGD2LJFzt4et1m7kpL5eaUxMtugt0zagQnbTaW7spl/6oTuFrasdnsNDa20dTiwuk8r0GjKFh1buKHBpM+qv+Fo7PdzYqC47y95zBNLjejwwL47vRkggwGnC43Tmf7md/n/bja3R735RdUszu3itGJgfz0B5PR+2i8fXvd5/biJI7nkWa16Babo43fb89h36la0oICeGLSBPwN+su6VqO9jUce/xeKEwL99fj66vH3NxIYYCIwwIyf1YCfVY/Vqmf58nz27CzjxSVziI65/FprX9LuVthYfJK/7TpErcNFSoCFhyamMSws8Iqu+8naApZ+eIi4aAuLH8/Cz/fyXh9v8NOHkRnR8UGCU0GfS7Na9H1WvQ8/mzaZFYVHeXN/Ho+uWMuTk8czIiy029cqO96Ao1nhqccmMW5slMdjjlY18tbmQjbXtWAIN7OnuOaaD0dFUdheWsUbO/Mob3EQ42vgR1mjGRMR3COdIbfOSiY0yMzv/rqLH/58Hb94choRodfI0CkFaVaLa5dKpWJuUgLDQ0N44fPtLNqynZsS4rhr5HC03eh9PnioEoDUoR2DVVEU9pac5s2NR9hbakOngbmjI9iwqYQ257Xd0DlQUctrO3I52tBCqEHHs9NGMWVwOOoe7iGeNCaKIH8jz/1hK0/8Yj2LHptCSnznzxN7n9JnmtUSjuKyDfb34w9zZvL6l/v4tKiYA5VVPDM1k0FdHBO5d38ZEYOMWMxnxju62t1szq/irc1HKK6x46tXcf+0OL45PhZ3u8KmDccw6q/B79CAIzUNvL4jl4M1Nvx0Gh7PTGN2YlS3hjJ1V0p8EC89O4Nnf7eZn/x2C08+MJ7M0ZFX7e/1CAXoI+sQSTiKK6LXalk4MYMxkeG8vGsPj61az3+NG83UTsZEOtpclJTamJUdj72tnc/2lvHO54Wcam4nzFfLU3NTuX5kBPqz62lX1Z6ZF9Ibj7RdidL6Jt7IySOnvBaTRsUDY5O5eegQfLS9E/IRYRZ+/7OZ/PdLW3jhtRzu+9ZwbpmZ1Ct/+7IoCorLi+uxnufaeqeJPmtSTBSJQYG8uHU7L+XsYc/Jch7OuPiYyCOFtbQpKso0Km5asoHmNoXEUCM/vDGZycmhFww5aXWc+cAYrpGaY3VTK0u/zGdjSSU6NXwnLY5vpSdg9un9cYV+vnp+8+NsXnh9B3/7II/KU008cPuovjuspwvTlPUGedxA9JhQs4nfzMpmXlICn5dV8NjKtRTX1Xs8tqikllMRFtYcqWFYpJU/3zeOpQumkDU0zOOH1t52Jhz1fbzmWG938KftudzzwUY2l1RyY3I073x7Bt8bO9Qrwfg1vV7LT38wmeuzYlm5uYStu0q8VpZLUpQzzerzf7qgswW2FEVh4cKFJCQkkJ6ezt69ezu9Zt9+p4lrjkat5q6RwxkZEcaSL3by9LrN3J0+jBuTOz6nW13RSHRFI79acgODQzrvSbU7znxIDH103F5zm5MPcov48FAxTjdkDx7EvRmphFqM3i7aORq1ikfuHMP4ERGMTO2ZGZd6nKKgOLvXrP56ga1169YRFRVFRkYGN910E6mpqeeOWbVqFYWFhRQWFpKTk8MjjzxCTk7OJa8r4SiuirTQEF65YRb/sy2HpbmH2FNewROZ4/E7OybSbPLB3a50KRgB7G1nw7GPNavbXO0s++oY/7fvCC3tCuMjgnhg/HBi/Pvu0JnRw8O9XYSLUgClmx0y5y+wBZxbYOv8cFy2bBl33303KpWKCRMmUF9fT0VFBeHhF/+3kHAUV82ZtWSm8NmRo7x1II9HV67lyUkTSA8LwWDU4XZ3fTKJr5vVnXXIOJ3tNDY58LXo0emuXpC2u92sKSxj6Zf5NDjbGR5s5eGJaSQFX9tjML0tc1YGNTVHOmxrbW1l7Nh/P0//4IMPdlha1dMCW/9ZK7zYIlwSjsJrVCoVNyYnMDzszJjI57Zs4+bEOALPfv/mcLjQajufuszR9u9mtdut0NbWTnNzG+UVNkpK6igqqubYsdPU1NgJizFyorKN4EA9MZF+JMQFExvtT0yUH6Eh5isaPuNWFLaWVPDGzjyq7U7i/Ew8OzGNkeEygW9PWL16dbfP6coCW91ZhOtrEo6iVww5b0zkssJiQirP1OpsNjvNdhe2JgcNjQ5sTW3YGh3UN9o5Xd9CfUMrDY0Oqhoc6HDz+OOf4j47EDw01Ifq6jPLylosWqKjrUyYMJiQMF+qaps5eqyG4uN17MmtPlcOrUbFtEkR3DF/DP5WQ5fLrygKe8preG1HLqWNdsJNPjyXPYbMmDCvTvElurbAVlcX4TqfPFstet3W0jJeWbYL9jlpVWvBQ++0SgUmgxqLSYvV4oPV10BsgBGVW4XR5IPRoMPf34B/gJHYmACs1os/P9xqd3KyvJHjZfUUHTvN2pxSpo2P5tF7MrpU3vzqOl7bnsvhuiYC9Vq+P24Y2XGRfXcozADTlQW2VqxYwSuvvMLKlSvJyclh4cKF7Nq165LXlZqj6HVTYqJIujeAgsxaqqpb8PM1YLX44OerP/Pbosdk1KHuofAxGnQkxAWSEBfI9KlxNDldbM4p4975I849nePJsdM2Xt+Zx96qOixaNQvGpXJDSmyPLBshek5XFtiaM2cOK1euJCEhAZPJxNKlSzu9rtQcxYBz7EQ9j/18I3ffmsr861Mu2H+6rpWl7+1ll6OOZpOKO8YmMm943BVP8iuuLfJqiwFnSLQ/ibG+fLr+CLfOSkJztibocLj4eNVXfLKyAKei0Ohn5NYpMdw5qg8/bieuGmkfiAHpW3OGUd/oYuf+CtxuhU3bSnjwqeW8/+lh0lND+PMvr2d4rJUt+0567OkU/Z80q8WA1O5WuO/pzzD5aNCp4UR5MzERZh66O4PUpBAA1nx5gt+8d4CXH51EamyAl0ssepvUHMWApFGrmDc7haomOzU2B4/dn8FLz19/LhgBJqcNQquGtV8e92JJhbdIOIoBa8aUwTiNPkQkBTMtc/AFveNmg44xiYFs2l9Oex+ZKUb0HglHMWCZDTpuy07gQHE9hWWeZw/6xvghNNnd7D9a28ulE94m4SgGtHlT4zHoVCz97JDH/eOHhqLXqlizS5rWA42EoxjQzEYd38yK58sjpzl6suGC/XqdhknDQ9l2qIo2Z9+Yvl/0DglHMeB9c1o8ep2KpSs81x5nZwzG7lTYdbja437RP0k4igHP1+TDvKlx5Byu5ViF7YL9oxKCsBjUrMop6f3CCa+RcBQCmD8tAR+t59qjRqNm2ogIdh+ppdnu9ELphDdIOAoBWM0+3DJ5MDvyazhe2XjB/lkZsbjc8MXBSi+UTniDhKMQZ92WnYiPBt5cdWHtMTXWn0CLltU5x7xQMuENEo5CnOVn0XPjpMFsO3iKE9VNHfapVCpmjonm4HEb9U0OL5VQ9CYJRyHO8+3pSWg18NbK/Av2zRwbjaLA5gPlXiiZ6G0SjkKcJ8BXzw0TY/k8t4qTp5o77BsSbiUiwIfVO6VpPRBIOIp+S1EUWpod3X4u+o4ZSWjU8NaqjrXHYyV1+Nuc1J2o4/nXtpFXVCPTmfVjMtmt6Lfy9lfw28UbePbXs0kaGtrl8wKtBuZMjGH59lLurW3G3tjGu//cy4GDp9Dr1aSlD2LP4Rp2HjzFoCA9t2YnMX18DCaj7irejehtEo6i3zIYz7y9HXZXt8+9Y0YyK7Yf59nF62iqtaPXq5l/aypz56RgMvlgb3OxZXcZn6wv4NUPDvK/n+SRNTaSW7ITGRLp19O3IrxAJrsV/VblSRu/en4Vk6an8O3bRnT7/Lc/yWXdh3lcNzOR228bgcnkeTGuI8fr+GTDEbbtr8DVDvFRZuZNT2HyqAh0Os2V3obwEs2iRYsWebsQQlwNFquevV9Vs+mLUmKi/YmKsHbr/NhwK6tXFhDgr2dqVvxFjwvyNzJ5VBRzp8bhZ/HhQEE163PKWL65iMZmB5GhFiwXCVbRd0k4in4tY0wUe/eVsWZ9ESlJIYSFWrp8rsGgo6W1jc2bSsgYF4Wfv/GSx+t9NKTGBXHzdYmkxgdRU9fMxl3l/GtTMXmFVVgtBgYFm1GrZL3ra4E0q0W/19jo4JnnVlNb5+Ceu0aTNTG2y50nTU1tPLrgYxITg/jJz2Z2+2+fqmthxefFrNp6jMbWdl55Zipx0YHdvo7ofRKOol+rqW1h9cZC1mwsorXVRTsqFK2a6HAzo9MiGJEaRmpiMAb9xfsmP3z/AB9/mMdzi2eS3I1e7/O52t3kFdYyMiWk84NFnyDhKPodt1vhQF4ly9d8RW5+DYoCaUODiIrwZ9WGo4wfF0V5tY3jJ5txK6BWQ2yEmTHpkYxIDSMlPggfnQa3WyHvQDl/eXUHtnoHEaFGfv3yraikWTwgSDiKfqPBZmfD58WsXFdAXYMTs1HDjGnxfCM7kdAQMy6Xm4ef/BSLScdLv5yD3dHOV0U17M+vYt/Bck5UtqAoYPBRYWqw43R0/GjoArXc/UAm12VEe+kORW+ScBT9Ql19Kw/9aDnt7ZAwxMqNs1MZPzYSnbbjUJr1W4p5delunn1iCqPTwzvsa25xkl9Yw19f24m9qol2tZqEpCAmT4vH39/A68vzaHS28+bib1yyGS76B3mFRb8Q4G/kzvnDGZ0eSfQlBmFnTYrlHx8d4J339zEqbVCHJrLRoKWwpJZmHQSEGfjBwqwO3zEaAk089Ycv+OeaAr5307Crej/C++TZatFv3Hx96iWDEUCn1XDbLWkcL2si91DVue1NLW0sfmkL7y0vIH1oGEteuuWCzpfhCUFMTAvho41FVJ9uuSr3IPoOCUcx4GRPGYLVouWdD/ahKAolZQ089twacg/Xcv/t6Tz18EQMBs9DfR6ePxKA1z880JtFFl4gg8DFgKPRqPHRadi4tRSnAn9cuhuVChb/cCqTMqIv2RttNupoa2tn9Y4TjEwOITTQ1IslF71Jao5iQJqRFY/RpOGDlQXERvryx8WzGZoY3KVzb5+djJ9Zw8v/2IPbLf2Z/ZX0VosBq8Fmp7TcxtCEYLTa7tUTNu46wZK/7+Xx74xk9sTYq1RC4U1ScxQDlp/VQFpKaLeDEeC6jCjiI8389ZNcmltludb+SMJRiMugUql49I4xNLW6eXfVV94ujrgKJByFuEzJsQFkjR7Esi3HKP+P9WbEtU/CUYgr8MC8dNRqePX9fd4uiuhhEo5CXIEgPyO3z0pm9+Fa9hec8nZxRA+ScBTiCs2fkUigr5bVXxR6uyiiB8lQHiF6QG19KwFWPWq11Df6CwlHIYTwQP6bE0IIDyQchRDCAwlHIYTwQMJRCCE8kHAUQggPJByFEMIDCUchhPBAwlEIITyQcBRCCA8kHIUQwgMJRyGE8EDCUQghPJBwFEIIDyQchRDCAwlHIYTw4P8Bq93umEpPTqgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wntr.graphics.plot_network(wn, link_attribute=RR, node_size=0, link_width=1.5, title='Repair rate')\n",
    "\n",
    "wntr.graphics.plot_network(wn, link_attribute=(RR*L), node_size=0, link_width=1.5, title='Repair rate*Pipe length')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot probability of leaks and damage state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<matplotlib.collections.PathCollection at 0x18cf16c7340>,\n",
       " <matplotlib.collections.LineCollection at 0x18cf17344f0>)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pbm7m+9//PuvWreOrX/0qERERLF++nJKSEqB/tfnP//zPREZGMnfuXNauXTukYKxfv573339/QHjVyZESmZmZdHV18eqrrw76/Lvuuguz2UxSUhI33XTTgJ3uiIgIPvzwQ9544w0sFgvJycn8+7//+6Cbj6NFbm4uy5YtO+dxfvnLXxIWFkZOTg6rV6/muuuu41vf+taQ5zc0NJCZmTlgFXc6zGYz3/ve93j00UfP+DoFQs2Sk5O5+eab+eY3v3nO13cmVq9efcoGGsCFF17IxRdfTH5+PpmZmQQHBw/papk9ezavvPIKd9xxB/Hx8bzzzju88847mM3mIed9++23ueCCCwade7KiE2d77y05heLiYjZs2DAuH/KJ5P777ycxMZE777xzok2Zsvz4xz8mISGBW265ZaJNmVAefPBBGhsbzxhhMRTFxcVs3ryZ+fPnj7JlY4cU3XNg27ZtzJ49m/j4eF599VU2bNhAdXU1KSkpE22aRDLpEUJw1VVXsWjRIv7jP/5jos0ZN4xnPkUyFMeOHePqq6/G6XSSm5vL73//eym4EskwWbJkCUFBQTz99NMTbcq4Ile6EolEMo5MuY00iUQimcpI0ZVIJJJxRIquRCKRjCNSdCUSiWQckaIrkUgk44gUXYlEIhlHpOhKJBLJOCJFVyKRSMYRKboSiUQyjkjRlUgkknFEiq5EIpGMI1J0JeOC1+vlk08+0ToQSyQzFSm6knGhq6sLVVUxmUwTbYpEMqFI0ZWMCy0tLeh0OsLDwyfaFIlkQpGiKxlzVFXFbrcTFxd3Tg0aJZLpgBRdyZgTaER4cqt7iWSmIkVXMuZYrVYAYmJiJtgSiWTikaIrGVP8fj+tra2EhIRgNMruUBKJ/BZIRh0hBE6nk4aGBtrb21EUhblz5060WRLJpECKrmTU8Pl8tLa2Ul9fj8/nA/pdCh0dHcTHx0+wdRLJ5ECKrmRUKCsr0zbMzGYzs2bNIjExEafTid/vn2DrJOeKz+ejo6ODpqYmcnNzpX/+HJCiKzlnhBDY7XZ0Oh3Jycnk5uZqSRAnTpwgLy9vgi2UnA0ejwer1UpTUxO9vb0A6PV6FEWZYMumNlJ0JeeMTqdj2bJlVFZW0traSmtrK+np6WRkZGC324mOjp5oEyXDpLe3VxNaj8cDgMFgIC0tjaSkJMLDw2Ws9TmiE0KIiTZCMn1wOBxUVlZqrga/38+XvvSlCbZKcjpcLhft7e00NzdrvniTyYTFYiExMZGwsLAJtnB6IUVXMiY4HA5qnn8ey2efEf/GGxNtjuQkAtElbW1ttLS0aD73oKAgUlNTSUhIICQkZIKtnL5I0ZWMDV4v/qgoxDe/ifGZZybamhlPwO/e1tZGW1sbqqoCEBISQlpaGvHx8QQFBU2wlTMD6dOVjA27d2Po64OvfnWiLZmxqKqKzWajtbUVq9VKYH0VHh5Oamoq8fHxsurbBCBFVzImqB99hE6nQ7d27USbMqPw+/10d3fT3Nw8oHZxVFQUFouFuLg4mRk4wUj3gmRM6FuxAhwOgg8dmmhTpj2KotDV1UVTUxN2u117PDY2FovFQkxMDAaDYQItlJyM/JMnGX16ezGXlqLefvtEWzJtOTlZwel0Av2hewkJCaSkpBAdHY1eL0urTEak6EpGn5070ft86L/85Ym2ZFrh8Xg0oXW73UB/skJycjLJyclERUXJGNopwLiLbl9fH3V1dXzyiZdPPpnDr39tIjR0vK2QjCX+v/4VvV6Pbs2aiTZlyjNUskJqaipJSUlERERIoZ1ijLnout1u6uvraWlpQQhBcHAwGRkZOBzZvPqqkbIyL++8YyYnZ6wtkYwXvg8/hMWLCY6ImGhTpiRDJStkZGSQlJREaGioFNopzJhtpB07doympiZCQkLIyMggJSXlFB/T++8LrrnGj04Hr79u4JJL5AdpyuNwIGJiUO++G8NPfzrR1kwJTk5WaG1t1WobmM1mUlNTSUxMlMkK04gJj144cQIuvdTLsWMmHnxQ5cEHDUj//xTmf/8XLroIPvoIZPrvkAgh6OnpobW19ZRkhUBWmExWmJ5MuOgCuN3wrW/52LLFxEUXeXn9dTOyRsrUpMNq5cQHH7DwsssImcLl/6xWK1VVVSxfvnzUbuUDDTpbWloGJCuEhYVpyQpms3lU5pJMXiZF9EJoKLz+uomVK1V+8AMjixf3+3kXLJhoyyQjxWA00puRQR8wlW+IPR4PHo8Hn893TkKoqqqWrNDZ2ak9HhkZSWpqqkxWmIFMmndbp4PvfU/PkiVwxRU6ior8PP+8nmuvlX7eqURwcDDQH6UylQmsbs+mAHsgWaG5uRmbzaY9HhMTg8ViITY2ViYrzGAmjegGWL0aDh40cfnlXq67zsBnnyls3GhEpohPDQJ+yEDR66lKW1sbOp1u2H5Vn89HZ2cnTU1NOBwOoF+44+PjSUlJISYmRiYrSIBJKLoAKSmwfbuZO+9U+OUvjezd6+WPfzSTlDTRlknOhF6vR6fTacIzFfF6vfT09JCcnHxaofR6vVoMbSBZQafTkZSUREpKCpGRkVJoJacwKUUXwGyGZ54xsny5yne+Y2DhQh9//rOJ5csn2jLJmTCZTFNipevxQH091Nb2/6uuVqmq8mEydfGv/ypob2/HarUCDNhM0+l0CCHw+XzodDr0ej0Wi4Xk5GSZrCA5I5NWdAOsX69n0SK49FI/a9aoPPkk3HqrHvm5nryEhIRMipVuX9+polpZ6aOmRtDYqMdqHbhBZjDoSE6GjIwYdLpEwsM9WoTB5/8PCC5AcnIyWVlZMvJAMiwmRcjYcOjqgquv9vJ//2fm+ut9PPecCRkvPjmpqqqisbGRtWvXjumqr7d38JVqTY2goUFPR8fnRVUlJcVHRoYgO1vPrFlGsrP1ZGVBVhZYLDCSQAKn00lVVRXd3d2aWyE7O1vbTJRIBmPKiC6A3w8PPujnsccMLFjg5e23zWRlTbRVks/T3NzM8ePHWb58+TkJUG8v1NX1C2pd3cCVakODgc7OgburJ4tqTs7gojoWQQNut5sTJ05oIWHx8fHk5ubKLDLJoEwp0Q3w9tuC66/3YzDAli0GLrxQ+homE52dnZSXl1NQUEBUVNSQ57ndgvp6nbZSPXHCT1WVoolqV9dAUTUaPy+qJrKzdZqopqSMjagOl76+Pqqrq2lvb0cIQWxsLHl5ebKxo2QAU1J0ASor4bLLvBw/buKRR1QeeMAg/byTBJfLxZ49e8jKyiI8PByPx0NfXx8ul4u+vj68Xi+KovCXvyRQXR3JH/6QhqrqMBpVLJZ+Uc3N1ZOX9w9RzcyceFEdLh6Ph9raWlpaWoD+RIhZs2YRIQsASZjCogvgcsFNN/n4wx9M/NM/eXntNTORkRNtlcRut7N3795TEgB0Oh1Go5GgoCCCg4NpbPQSHNyDooSQkzOfrKywaVV3w+fzUVdXR2NjI9Cf7jtr1iyiZY77jGZKiy6AEPDEE37uuUdHVpbCO++YOe+8ibZq5qIoCp999hmKohAdHU1eXh5msxmz2XzKppoQ/WFZR48eRQhBRkYGWVlZ0y62VVEUGhoaqK+vRwhBSEgIs2bNIiYmRoaXzUCmvOgG2LYNrrzSR2+vnpde0nPVVfLDPN4IISgrK6Onpwe9Xk90dDSLFi064/O8Xi8VFRXYbDbMZjMLFiyYlrfifr+fpqYmampqEEIQFBTErFmziIuLk+I7g5g2ogvQ1ATr1nkpKzPzgx8oPP64cUQhQJJzo7q6mvr6enJzc6mrqyMoKIjCwsJhP99qtVJRUYGqqqSnp5OTkzPtVr3QXwSnpaWFEydOoKoqJpOJvLw8EhMTpfjOAKaV6EJ/ltEdd/TH8a5Z4+UPfzCTkDDRVk1/Ojo6KC8vJy4ujgULFrB79278fj8rV64c0Tg+n4+jR4/S2dmJyWRiwYIFRE5TR72qqrS3t1NVVYWiKBgMBvLy8khKSpqWf2wk/Uw70Q3w/PMq3/0uxMb6efttEyNYcElGSG9vLyUlJZjNZoqLizEYDOzbtw+Hw8H5559/VmN2dHRQUVGB3+/HYrGQl5c3bStzCSGwWq1UVlbi8/nQ6/Xk5OSQkpIyba95JjNtRRegrAwuu8yH1Wrg6afhO9+Rq4fRxu/3s2vXLnw+H8XFxVpCwJEjR2hra+OCCy4467EVReHYsWNYrVYMBgMLFiyY1jv/Qgi6urqorKykr68Po9FIWloaaWlpsubuNGJaiy5AZyf88z97+fhjMzff7OPZZ03ILM3RQQjBwYMH6erqYuHChcTFxWnHampqqKur4/zzzz/nW+Xu7m4OHTqE3+8nMTGR/Pz8aS1CQghsNhuVlZVa9bLU1FQyMjJkC59pwLQXXehPH77/foX/+i8jixb1d6VIT59oq6Y+dXV11NTUkJGRQc7n2jk3NjZSVVXFypUrR6UQjN/vp7KykpaWFgwGA/Pnzyc2Nvacx53sOBwOqqqqsNls6HQ6EhMTyc7OlinGU5gZIboB/vhHwQ03qJjNKn/4g4kvfnGiLZq62Gw29u3bR1RUFAUFBafsure1tXHkyBEKCwtHNQ3WbrdTXl6OoijEx8cze/ZsTDOgwr3b7aampkbrrRYTE0NeXh7h4eETbZpkhMwo0QU4dqw/ffjECROPPaZyzz0yfXikeDwedu3ahcFgYPny5YPe6nd1dXHw4EEWL1486n5Yv99PdXU1jY2N6PV6zjvvPBJmSIiKx+Ohrq6O5uZmAMLDw8nLyyMqKkqGm00RZpzoAjgccOON/UXRL7/cx+9+Z2IaxuKPCaqqsnv3bvr6+k67inU4HJSWljJv3rwxE0SHw8HBgwfx+XzExMQwd+7cGVPT1ufz0djYqGW5TXiixbFj9GzeTOTjjyNXMadnRoou9KcP/+xnfu67T09Ojo933zUze/ZEWzX5OXz4MFarlfPOO4/ExMQhz+vr62PXrl3Mnj2blJSUMbNHVVVqa2upr69Hp9MxZ86cGZVk4Pf7aWlpobq6GlVVMRqN5Obmjm+sb1sb3mXL0LlcmA4f7q9MJBmSGSu6Af72N/j61xW8Xh2/+52eK6+cGV9W6I+vPX78OKGhoUREROByxZGaOnR0R6BOrsViIT8//7Rj+/1+Pv30U3JycsjIyBgD6wfidDopLy/H4/EQFRXFeeedN6N2+gOJFidOnNBifbOzs7FYLGMb6+ty4V21CsPRoxg++QSKisZurmnCjBddgIaGfj/vgQNmfvhDhf/8T+OUKCF4Lggh2L59+4AW42++aeE3v5lFdraHggIdy5aZKSjQsWgRBAf3UFZWRlhYGEuXLj3jKkoIwbZt20hNTWXWrFljfTlAv/DU19dTW1sLwOzZs0lOTp4xq144NdYXID09nYyMjNHfcPT78V56KaYPP4S33kJ3+eWjO/40RYru3+nrg+9+18eLL5q44AIvv/+9mZPCTqcdAZ9rfn4+SUlJbN++Haczkp07F7F7t5fycj1tbf/wj65e3c6jj1aQmJhIdHQ0oaGhhIaGntaHum3bNmJiYli4cOF4XJKG2+2mvLyc3t5ewsPDmT9//oxsoWO326mqqsLhcCAE7NpVzPr1IaSmjsLgQuDbsAHTb36D+tRT6O+4YxQGnRlI0f0cv/mNyhNPOLn66ha+/e0QUlJSpmVI0vHjx2lubmbVqlUoikJJSQl5eXmkpaVp53R2woEDsGOHi76+ei680IqqqqeMFRQURGRkJJGRkYSFhREWFobZbGbHjh0EBwezbNmy8bw0oH/F19jYyIkTJwDIy8sjNTV1Rq16Axw7doyWlhbuvXc+paWx3HCDnx/9yERu7tmP6X/8cQz33oty110Yn3hi9IydAUjR/RyKorBt2y70ekXbhI2NjSUzM5PIyMhp8aUVQvDpp58SEhJCYWEhTU1NVFZWUlRURGho6CnnB760a9asQa/X4/F4cLlcuN1u7HY7DocDj8cz6Fzp//M/5BYWwqpVkJc37jvbvb29HDp0CJfLRWhoKAsWLJhRiQUBP3xMTAwREQv5z/9UeOklA36/jq9/3ceDD5qZP39kY4o33kB37bX4rrwS0//8D9Oq8vw4IEX3c1RUVNDW1kZBQQFGo5H6+nra29sBMPbuEMEAACAASURBVBqNZGVlkZycPKXTUO12O/v27dMiC/bt20dPTw/nn3/+oH9Utm/fjslkori4eMgxhRD4fD5NjHt6euhsbcXv97P0llsIr67GFxuLWlyM+QtfQLd6NSxZAuOw2SWEoLm5mcrKSnQ6HcuXL58Rm2xWq5VDhw4RERHBkiVLND98Swv87GcKmzbp6O01cPHFXh5+2Dy8PbBPPkH98pdRli7FvHUrMqd+5EjRPYlAQH9ycjJz5szRHlcUhfb2dmpra/F6vUB/x9eMjIwpWXbw6NGjtLa2snr1agwGA9u2bSM2NnZQ36vH4+Gzzz4jOzubzMzMEc3j8/nYsWMHYcCy48fxbd2K2LGDoIYGAFSzGe/ChZjWrsVw/vmwciXEx4/GJQ6K2+1m9+7dg6YtTzdsNhv79+/XahoPtkjo7IQnn/Tz1FOCnh4j55/v4eGHg7jggiFuSI4cQSkuRk1MxLx7N8yANOyxQN4X/B1FUTh06BBGo/GU3Xaj0YjFYmHlypUsWbKE+Ph4Ojo6KCsrY+fOnTQ3N6MoygRZPjKEELS1tREREYHRaMTpdAIMGXPb1dUFMKCYzXAJFOd2AR1XXIH59dcJqq+H1lZ46y3UW28Fvx/dL34Bl18OCQl4cnLwrl8Pzz/fnz44imuC0NBQ9Ho9Nptt1MacjDidTvbv34/RaGTp0qVD3pXFxcGjjxpobDTy+OMqFRV6vvhFKCz08O67n3vpW1vxffnLCLMZ81//KgX3HJAr3b9z6NAhrFYrS5cuHdbqVVEUWltbqa2t1QQ3MTGRjIyMSZ0PH1gBzZ07l6SkJK1ozYoVKwa95T6T6+FMqKrKZ599hqqqrFq1avBQs95e2LsXdft2vFu3YiwpwdjTA4AvKgq1uBjTF76AfvVqWLbsnG5p9+7dS29vL2vWrDnrMSYzvb297NmzB4CioqIRRW309cHmzSqPPabQ3GxmzhwPDz1k5qqLXfjXrMRQWYnh00/73wPJWTN1HZOjSEdHBx0dHaSlpQ3bXRCodZqamkpPTw91dXW0t7fT3t5OUFAQWVlZJCYmTroi1IGc/cDKta2tDYPBMKjgCiGw2+3Exsae9QaiXq9n7ty5HDx4kPr6erKysk49KSQE1qxBv2YNwffdB6oKx4/Djh2Ijz+G7dvRf/ghAKrJhHfBgoEuidNkxn2e6OhonE4nqqpOu+4MXq+X0tJSVFVl2bJlIw6TCw6G227T853vmHntNcEjj8C11+roi76Xm3oOw5//LAV3FJjxK12fz8fOnTsxGo2sWLHinL6IPp+PlpYW6urqtKSD5ORk0tPTR7XS1tmiqiqffvopkZGRFBQUoKoqn3zyCUlJScydO/eU83t6+hMiAqvic6G0tBSHwzHkivqMWK2wcyf+Tz7Bt20b5oMH0ft8AHgyM9GtXo157dr+KIk5c4bcUQ9UP1u2bNmkviMZKYqisGfPHjweDwUFBURFRZ3zmKraX5nvxL4m/m3ZXgxf+9ooWCqZ8aJ74MABuru7Wbp06ah1oA0Uoa6rq9P8hyEhIWRlZZGQkDAhKywhBB0dHRw+fFirmxBwNcyfP5/4QTawAo0mR6MmbmATKz4+nvkjjVEajL4+KC1F3bED79atGHbtwvT311qJjEQpKsIccEkUFvavpvlHUsiZakdMJVRVpbS0FKfTyYIFCwZ9LyWThxktuu3t7VRUVJCenk7uuUSKnwav10tzczP19fWoqopOpyMlJYX09PQRx4sKIVAUBUVR8Pl8p/zs9Xrp6+vD6/Vqj6mqOiChQQiBwWDQVnk9PT0sXbqUsLCwU/4YnOyLHQ2OHTtGc3Mzy5YtG/0W60JAZSXs2IH3448R27cTVF0NgGo04p03D+MFF6BbtYoSg4HkxYunRQRDoHtHd3c3+fn5WCyWiTZJcgZmrOgGwplMJtM5uxWGgxCC7u5uamtr6fn7JlFoaCgWiwWTyYTf78fn8w1LOE+HTqdDr9djMBgwmUyYzWbMZjNBQUGYzWa8Xi82mw2n06m5QAL+Wr1eT0hICBEREYSGhlJdXU1aWhp5eXmj8hooiqJlqRUVFY19oklnZ79L4tNP8X38MaYDBzB4vagGAzvff5+MOXNITk6esuUghRAcPXqUtrY2srKyBveXSyYdM1Z0AwVZACIjI8nMzDynDaOR4PF4aGpqorGxEUVRThH8Mwmn0WjU/plMJu3nkW7a+Xw+3G43brcbl8tFT08Pbrdbi8bw+/0UFhaOaixyIPttQm7vvV4oK8NTXk7pvHlazHVERIT2/k+lzbWA+yclJYX8/PxpkS05E5ixogv9fsaGhgZaW1sRQqDX60lLS8NisYxLgRRVVWlra6Ourk6rCBUXF0dWVtbo336P0K6dO3cihGD16tWj+mUWQrBz5078fj+rVq2a0OgOp9NJU1OT9v7rdDqSkpJIS0ub9JtsgR50sbGxLFiwQAruFGJGi24AVVXp6OigtrYWl8sF/GP1ExcXNy6rH5fLpYWdAQQHB5OdnT0hG2+BDbax8hF2d3dz4MCBSZMZpqoqXV1d1NfXa64fk8lEZmYmiYmJk8790N7ezuHDh7UolKm0OpdI0T2F3t5empqaaGpq0lY/FouFtLS0cSmUEgg7q62t1TbeMjIySE1NHbcvf1lZGT09PaxZs2bMVqL79u3DbreffQjZGOH1emlra6O+vh7f30PSCn//e8JuvnlSxKgG/iAGBwdTWFg46eLAJWdGiu4QBFY/dXV1OBwO4B9hX/Hx8WP+YRdC0NnZSU1Njbb6jo2NJTs7e0xdD729vezatYu0tLQxLT7e29tLSUnJkDUfJgNOp5OO8nLSvvIVjC4XnuJigu67Dy69lImoch8IdzOZTBQVFU3LkqMzASm6w8Dj8dDc3ExDQ4MWRTCeSQ8nux4qKiJ49tn53Hqrmeuu0zEKMfADCBTDGY8VaKCm75IlSyZ34aCeHtTf/hZl40bMzc14MzKwv/IK4cuWjVuZyN7eXnbv3o1Opxtxeq9kciFFdwQEwr7q6uqw2+0A45ryqygKf/mLj7vv1nPsWBBBQX6+/nWV737XxKpV516qVlEUtm/fTkxMDIsWLRodo88w344dOwgKCqK4uHjybwYpCuIPf6D3179m97//OwQFYTAYSE5OJjExcczqLXu9XkpKSrT03smQ3Sg5e6ToniVer5fW1tYBKb8JCQlkZGSMeeSBELB3Lzz7rI8tW/S43Qaysz1897smbrpJP5JSBAOor6+nurp6XFeegYSJ1atXT6nb5d7eXjo6Omhubqa3t1d7PDY2lpSUFGJiYkal5rKiKOzevRuv1ztq6b2SiUWK7jkSKApTX1+vlUE0mUxkZWWRlJQ05sXOnU54803BM894KS0NwmBQufhihVtvNfPVrw7f9RjoJmE2m1m+fPmY2hwgUEw90MFiqu7CK4pCV1cXLS0tdHd3a48Hkl/i4+PPyh3g9/spKyuT6b3TDCm6o4jP59PibgM733FxcVqx87G+fT5yBH7zG4UXXxTYbCaSkrx8+9sGvv1tA2dKVrJarRw+fJh58+aRkJAwpnYC9PX1UVJSgl6vp7i4eNKFZZ0tqqrS09NDW1sb7e3t2l2Q0WjU3BARERFn/CwIIThw4AA2m03r8CGZHkjRHQOEEDgcDhoaGrBarUD/ly4jI2Nc0k69Xnj7bfjVrzxs29Y/15o1Xm67LYjLLx+8Q05JSQkej4fVq1eP+Yoz0AjT5/NRWFg4rX2Ubrcbq9VKS0uLlgCj0+mIi4sjOTmZmJiYU/YChBAcOXKE9vb2s+rYIZncSNEdYwKtfurq6rTmjdHR0WRmZhIdHT3mq9+6uv7C1M89p9DaaiYqysf69TpuucXIvHn95wRCkcbjCy6E0OKAFy5ceFYdKaYqPp+Pzs5OWlpatI1YgPDwcCwWC3FxcQQFBVFVVUVjYyMWi4X8/PwJtFgyFkjRHUecTicNDQ20tbUB/QVmMjIySElJGfPwLL8fPvoInnnGy/vvG1EUPUuW9HHrrUEsXlyOw9HF6tWrx9wHHQhJy83NJT09fUznmsyoqorNZqOtrQ2r9R+t7Q0GA36/n7i4OObPnz/5IzokI0aK7gTg9/uxWq3U1dVpO98RERFkZWWNS9Gd9nZ4+WWVZ5/1UVtr5oXNuyjKVZgzxi1sAvUChiqaPlMRQuByubBarbS1tZGQkEB2dvaU3ViUnB4puhOM2+2msbGRlpYWLe04NTWV1NTUMQ+8FwJeeuEoWffeQ3FaIyGlpece7DsEXV1dHDhw4JR24BLJTEOK7iRBVVU6Ozupra3F6XSi0+mIiIggOzubmJiYMVn9dnZ2Ul5ezry9e0n44Q8RW7agu/rqUZ/H5XKxZ88eTCYTxcXFY+7CkEgmM1J0JyG9vb00NjbS3NysdXrIzMwkJSVl1BII/H4/O3fuRKfTsbK4GN/8+ei8XszHj8MoJin4fD527dqFqqoUFRWNW9qsRDJZkaI7iVFVlfb2dmpra7Vwo/j4eDIzM8856+3EiRM0NDSwcOFCYmNj4Z13YN061GeeQf/d746G+aiqyt69e3G73TKbSiL5O1J0pwgOh4O6ujo6OjqA/poP2dnZJCYmjtg/GqjwFR0dzeLFi/sfFAJPcTH62lpMtbUQGnpO9gohOHToEJ2dnaPSTVgimS5I0Z1ifL7Ne6Deb3p6+rBSTQNxsoO2Q9++Hdaswf/jH2N44IFzsrO2tpba2tpR7bEmkUwHpOhOUQIVz2pqanA4HAghiIyMPOPGWyDdd6hECO+FF6LfuRNjXR3Exp6VbVarlUOHDmm1cmWsqUTyD6ToTgP6+vpoaGg448ab3+9nx44dGAyGoTsgl5cjFi3Cf+edGJ94YsS2BLLbZGcDiWRwpOhOIwIbbzU1NVrK8ckbb5WVlTQ1NbF48WKio6OHHMd33XUY/vAH9FVVMIKsMY/HQ0lJCQDFxcWTqg2PRDJZkKI7Tfn8xpvJZMLn8w2vQHldHeqsWfivuQbTyy8Paz6/309JSQler5dly5ZN+m66EslEIdOCpikRERHMnz+fVatWkZOTg8/n0/zAFRUVWt+3QcnMRL3lFoyvvgoVFcOaT1VVPB4PFotFCq5EchrkSneG4Ha72b17N2azGa/XC/yjzXhSUtKpSRcdHSiZmagXXID5vffOOL7f72ffvn04nU5SU1PJy8uTG2gSySAYHn744Ycn2gjJ2GMymejq6sLtdrNixQqCg4Ox2+10dHTQ0NCA3W4nKCiI4ODgfrEMDUX4fJh++1u48MIz+nb1ej3Jycm43W5aW1vp6ekhISFB1liQSD6HXOnOILq7uzlw4MCATgSBYuvt7e1Av3imp6djsVgI8vnwZWWhzppF0M6dwyqGI4Sgrq6O2tpaQkJCKCgomDZdISSS0UCK7gxCCMGOHTvQ6/WsXLlywLHByk2Gh4cz+6OPiLjvPnjvPbjkkmHP1dbWxpEjRzAYDCxdupTQc8xwk0imC1J0ZxiBmran6/jrdrtpamqiubkZvF6KbroJNTaW0IMH0Y3AXWC329m/fz8AixcvlrUXJBKk6M44FEVh+/btWrbY6VBVle7ublrefZeOlBTOW7yYxBH2d3e73ZSVlaEoiqzBIJEgQ8ZmHEajkaSkJLq6urQohqHQ6/XExcUxb/16DCEhVFVVMdK/0aGhoRQXFxMSEsKRI0eoqakZ8RgSyXRCiu4MJCMjA6DffTAMdDodeXl5eL1eurq6RjyfyWSisLCQ2NhY6urqOHz4sNYTTCKZaUjRnYGEhYURGhpKfX39sFedSUlJ6PV6Kisrz2qlqtfrWbBgAWlpaXR0dFBaWoqiKCMeRyKZ6kjRnaFkZ2drLYKGg16vJycnh76+Pmw221nNGVgx5+fn43Q6KSkp0YqzSyQzBSm6M5S4uDj0ej3V1dXDfk5KSgo6nY7KyspzmttisbBo0SJ8Ph8lJSWnT0mWSKYZUnRnKIEkCLfbjcvlGtZzDAYDWVlZuN1u7Hb7Oc0fGxtLYWEhOp2O0tJSrFbrOY0nkUwVpOjOYFJTUwGor68f8XOqqqrOef6wsDCtBOShQ4dGZIdEMlWRojuDMZvNxMTE0NbWNmzfqtFoJCMjA4fDcU5uASEETqeTzs5OQkNDNbdFRUXFKZEN/ed6OXiwv+jZ8eNw4gTIyDPJVEQmR8xwnE4nZWVl6HQ6CgoKhlWW0efzsWPHDqKioigoKBjWPD6fD4fDgc1mw2q1aqnG0L/BFhYWhtFoxGazERwcrLkxOjs7cblctLUFcc01Kz43psBolJXMJFMLKboSuru7OXjwIEII8vPzsVgsZ3xOZWUljY2NFBUVERYWNuCYEILe3l7sdjudnZ3YbLYB4WFGo5GYmBji4uKIior6R2Uz/lGzQQiBTqfDYDAQHR1NcHAcBw+m4PfrUBRQFLjxxmHV4JFIJhVSdCVAf6udAwcO4Ha7iYuL47zzzjttfzOv18vOnTu1dGIhBF1dXVRXV5+yMRcaGkpCQgLR0dFERERgNBpPa8u+ffvo7e2lqKjojOdKJFMN+YmWABAUFERhYSEnTpygoaGBXbt2UVBQMGR1MLPZTHJyMq2trbjdbmpqamhvb8doNBIXF0d8fDyRkZGav3akeL1eKbiSaYn8VEs0AskLMTExHDp0iN27d5+2SE12djatra3s27cPn89HWlqa7BghkZwBGb0gOYW4uLgBRWoqKirw+/1Av7/W7XbT2NhIeXk50O+aSE1NZdasWVJwJZIzIFe6kkEJDg6msLCQyspKWlpa6O7uJjIyku7ubi2kS6/XExsbS2dnp6wcJpEMEym6kiHR6/XMnj2buLg4Dh06REdHBxERESQnJxMXF0dISAgA+/fvp7m5mZycHOmHlUjOgHQvSM5IfHw88+bNQ6fTERsbS1pamia4ALm5uUB/VwqJRHJ6pOhKhkUg5Ku+vh6n0zngWEREBKGhodTV1Z1znVxFUWTJR8m0RoquZNicd9556HQ6ysvLTxHXvLw8hBC0traOaExFUejs7OT48ePs3LmT7du3a6IuC51LpiPSAScZNmazmTlz5nDkyBHq6urIzs7WjsXExGA2mzlx4oRWAnIwFEXRMtU6OjoGtAwKCgoiPT0dvV5PXV0dHR0dI+7JJpFMdqToSkZEYmIizc3N1NXVkZiYqKUA63Q6cnNzOXLkCB0dHSQkJAADRdZqteLz+bSxAiIbGxtLZGSklgEnhKChoYHq6mopupJph0wDloyYQApwcHAwxcXF2qpWVVW2b9+OwWAgLi6Ozs7OASIbHBxMQkLCKSI7GPX19VRXV7NkyRJCQkIwmUxjfl0SyXggRVdyVrS2tnL06FGys7PJzMzUHq+vb2H79mqSk32Ehg5fZD9PoFV8WFgYLpeL8847T656JdMC6V6QnBVJSUk0NTVRU1NDQkKCVqMhOTmFn/88EqvVQEVFMBERZze+wWAgLCwMh8OB2WwmOjp6FK2XSCYOGb0gOSt0Oh3z588HoLy8XMtIM5vhV78Ko6kpiHvvPbvQL4/Hw969e3G5XBgMBhRFoba2VkYzSKYFUnQlZ01QUBD5+fn09vYOSIxYsQK+8x2FZ581sHv3yMa0Wq3s2rULl8tFXl4eq1at0jbvdu/eLbsHS6Y80qcrOSeEEJSWluJ0OrUiOQA9PTBrlo/YWMHBg2bOtA/m9/s5evQoVqsVs9nMokWLBhRHDxQ3B5g3b54WHSGRTDXkSldyTgzlZoiMhE2bjBw9ambjRv9px7Db7Xz22We0t7eTmJjI8uXLT+lGkZSURFFREWazmcOHD3Ps2DHpbpBMSeRKVzIqNDU1UVlZSV5eHmlpadrjl13m5a9/NXD4sIG/l2jQ8Pv9VFVV0dzcjF6vRwiBXq9n6dKlp4juyc85duwY7e3tBAUFsXjx4gF1ICSSyY4UXcmoIITQNr+WL19OcHAwAE1NkJ+vUFiosnWrWetp1tPTw8GDB1EUhYSEBGbPnk1fXx+lpaUALFmyhIjThD60t7dTUVEBIMPJJFMK6V6QjAonuxkOHTqkuRlSU+G//kvPtm1mXnlFoKoqlZWVlJaWoqoqCxYsYN68eRiNRsLDwyksLESn01FaWorNZht0rkAh9cC8FRUVHD9+XNb0lUwJ5EpXMqo0NDRw4sSJAV2FVRWKijz4/b384heHUVUfcXFxzJkzZ9BMs76+Pvbu3YuiKMyfP5/4+HjtmBCCY8eO0draSkxMDPPmzaOqqoqWlhZiYmJYuHAher1cS0gmL/LTKRlVArV2jx8/jsfjAaC318W999Ywb143Pp+P3NxcFixYMGRqb3BwMEVFRQQFBVFeXk5bWxvQn2ZcXl5Oa2srSUlJLFy4EKPRyJw5c8jOzsZms7Fv3z6ttZBEMhmRK13JqON2u9m9ezdhYWEYjUZsNhs6nU6rxwCQk5NDenr6aXuqKYpCWVkZLpeL3Nxc2tvbcTqdZGZmkpWVdcpzGxsbqaysJDw8nIKCAtnFQjIpkaIrGRPq6+upqqpCr9eTnJxMTk4OZrMZr9fLoUOH6OnpISwsjIULFxIUFDTkOH6/n3379uFwOACYPXu25rYYjJaWFo4ePUpISAhLly6VhXIkkw7pXpCMCenp6aSnpwMMqJtrNpspKChg1qxZuFwuLT53KBwOB06nE51Ox8KFC08ruAApKSnMmzePvr4+9uzZM6Ber0QyGZArXcmYYrPZOHjwIKqqMnv2bFJSUrRjbrebAwcO4PF4iIuLY+7cuZpLIBDD29jYiNlsZsmSJUPG7g5GZ2cn5eXlmEwmli1bdtrVtEQynkjRlYw5Ho+HAwcO4Ha7SUpKYvbs2VqEgaqqVFdX09DQgNFoZOHChURFRVFWVkZPTw86nY45c+aQlJQ04nltNhv79+/HYDCwbNkymUQhmRRI0ZWMC4H43JaWFoKDgykoKBiw+gysiP1+P+np6SQmJtLS0kJraytCCHJzc0lMTBzxirWnp4eysjL0ej3Lli3TSlBKJBOFFF3JuBIoXKPT6Vi0aNGAOrmKolBRUUFXVxc6nQ4hBMHBwQMqi4WEhJCenk5CQsKwN8mcTqeW6bZ06VLCw8NH96IkkhEgRVcy7rhcLvbt24fP5yMnJ4eMjAwt/MvlcrF3716EEMyaNQuLxYJOp8PlctHS0kJLS4sWhxsREUFaWhrx8fFn7ErhdrvZu3cvqqqyZMkSIiMjx/w6JZLBkKIrmRAURaG8vBy73a5llgXEWKfTDVl7QQiBw+EY4HoAiI6OJikpCaPRiKIo+P1+UlJSBohxb28ve/fuxe/3s3jxYtmNQjIhSNGVTBhCCGpra6mtrcVoNOL3+zEajSxdunRYm15CCOx2O01NTVitVs0lEWCwFa3H42HPnj0oisKCBQuIi4sb9euSSE6HFF3JhNPV1UV5eTmqqhITs5jFi2NGPIaqqvT29iKEwGAwYDQaMRqNg2a8eb1e9u7di9frlQXRJeOOTI6QTDixsbEUFRXhcsWyfHkkl1zipbp6ZGPo9XrCwsIIDw/XWrYPlWJsNpspLCwkODiYQ4cO0dLSMgpXIZkuCCFQlLPr7zcc5EpXMmno64ONG/385CegKDruukvwH/9hYKyCDU6u7TBr1qwBxdclMwO/34/L5cLlcmG327HZbPT19WEwGFizZs2YzClFVzLpaGqCf/s3L1u2mElI8PHEE0auv17HaWrjnDV+v5/9+/fjcDjIzs4mMzNz9CeRTDhCCDweDy6XC4fDQXd3N06n85SKdGazmcjISOLi4gZkT44mUnQlk5bPPoNbbvFSXm5m2TIvmzaZWbp09OdRVZWDBw9is9lIT08nJyfntNXPzjQWIGv6TiB+vx+3243T6Rywej0ZvV5PaGgoMTExREZGEhYWRkhIyFm/7yNBiq5kUqOq8MILgnvuUejuNnLjjQo/+5mJ0e7Oo6oqhw8fprOzk5SUFPLz80f8BQxURPP5fCxfvnxcvsBTEbfbjdvtRlEUdDodOp0OvV4/4P+hfj75MZ1Oh8/nw+Vy4XQ66erqOu3qNSYmRvP7T2TZTym6kimB3Q4PPaTw9NN6goNVHn5Yz/e+p8dsHr05hBAcOXJE60o8d+7cQYVTCIHf70dRFBRFwefz4fP5qKmpwe12k5+fT2pq6ugZNg0QQtDZ2Ul1dbXWamm0xg28RyevXiMiIrRN1cn2x0+KrmRKcewY3Hqrl7/9zUx2tpdnnjFz0UWjN74QgsrKSpqbmwkLC9NqAPt8Pvx+P6qqDtmLTVVVYmNjWbx48egZNMXx+Xw0NTVRX1+PqqrodDoyMjJISEjAYDAghNBe08D/Q/38+ce8Xi9NTU0IIUhLSyM3N3fSCexgSNGVTDmEgHffFdxxh4+6OjNf/aqXX/3KTF7eaI3f39nY4XBgMBgwGAyYTCZMJhNms5ng4GDMZrMWC2wymTAYDFRXV2Oz2Vi0aBExMSOPNZ5OOBwOamtrtU4hISEh5OTkEBcXN6r+bp/PR0VFBd3d3QQHB7No0aJJX01Oiq5kyuLxwH//t59HHwWvV8f3v6/y0ENGTtO5fVgIIfjkk0+IjIykoKDgtOcqikJ7ezv19fX09fWhKPCXvyzl5z8/RyOmIKqqYrVaqamp0TauEhISyMzMHPMiQ62trRw9ehSA/Px8UlJSJu2qV4quZMrT0gJ33+3jtddMxMf7+PnPjdx4o46zXVDZ7Xb27dvH3LlzB63jq6oq3d3dNDQ0aG3iDQYD6enpfPWr8axZE8TmzTOnTZDH46GxsZHGxkYtIzAzM5OUlJRxbZfU19fHwYMHcbvdREVFMW/ePMyj6fQfJaToSqYNJSWwYYOX/fvNFBR42LQpiKKikY9z7NgxWlpaWL16tbbLLYTA6XTS1NREW1ub5tdNSkoiNTWViIgIdDodQUEqt98u2Ljx9FXPpjqBuhc1NTXY7XaEEERERJCdnU1sbOyEs4QGtgAAC6hJREFUrTKFENTV1VFbW4tOp2P+/PmTrr6GbJcqmTYUF0NpqZmXXxb88Id6iovh+ut9/PznJpKThzeGEIK2tjatk7HH46G1tZWGhgYtNTQyMpKMjAxiY2MH+Ce9XvB69URHT991jN/vp62tjZqaGnw+H9Dfly4jI2NS+FJ1Oh1ZWVnEx8dz4MABysvLSUxMZPbs2Wcs/zleyJWuZFrS0wOPPKLwi1/oMZtVHnxQx113Gc4YYuZwOCgtLSU5ORmHw4HL5QIgKCiIjIwMEhMTh7xl7uyE+Hj4xS/ge98b7SuaWHp7e6mvr9fqVJhMJrKzs0lKSpo0YvZ5An32WlpaMBqNLFq0aNByoeONFF3JtOb4cbj9di9//auZrCwvv/yliUsvHfrWt76+nhMnTmiB+BaLBYvFMqw2PzU1kJMDL7wAN988ihcxQQgh6OrqoqamBofDgU6nIyoqiuzsbKKioibtRtXn6e7u1qrYnewymiike0EyrcnPhw8/NPPBB3DbbXDZZTq+9KX+ELPZs089P9DuffHixSMWlp6e/v+nelMKRVFoaWmhtrYWv9+vxdampaVNya7KMTExrFixApvNNuGCC1J0JTOEiy+Go0fN/OIXKg8/bGD+fJXbb1f5f//POEAkA6JyNiu5gOhOgjvYs8LpdFJfX097ezsAwcHB5Ofnk5CQMOVrSZhM/7+9u4lp41rDAPzOeBhP7Bob28FgArEJUqBSHAQJCe6yyy66rLqtetVsWlWKuqmqLqpsIlWq2qpVF0krRWpX7a7rikUFJaAoJKSkseNYgF2wqR1wbMc/M3MXrucml5+Wn4xteB8JgSwzHJB4fXzmfN9pa5q+ya39lyTaBVkGPvhARCxmwZtvqvj8cwuCwQquX9fxd58aYyZUb1yzG7ud6dY7X5VKpW2r3F60+t7a6elpzM7OIpVKwePxYHR0FBcvXoTP52v5wG02nOnSkePzATdutOG994BLlzS8/baAL7+sbTHr7a39S1Sr1V3fIMrlap/roatpGjRNQ7VaRblcRrFYNPq25vP5TY2yLRYLFEV5rm/AsWPHoCjKgQdfvYR2aWkJmqZBFEUEAgH09PSYurf2KGLo0pF17hxw86YV33+v4/JlEePjwEcfAa++WisvFQTBaGrz/x/lctmYpVYqFVSrVUQiHfD7A/j999tYXS1v+3NFUYSiKPB6vUalVrFYxMbGhhHMW33PqVOn9t1IZ2NjA/F4HJlMBgBgs9mM8txWuTHW6rh7gQi1Weonn1QxMbGBjz+eh8Px75YX6r0Z6j0Y6ntV6/0YRFE0+jbUZ67/NGvVdR2VSgXFYtEI4b/++guFQgGhUAhut3tXv5uqqkilUnj06BHK5dqLgc/nQ19fH+x2+66uRfvH0CV6RjQKVKtpKEr+uYY29a/rH/W+rmbRNA2//vorJEnC+Pj4v/rZT58+xdLSEpLJJHRdhyRJCAQC6Orqaoq7+EcVQ5eoRdSbugwODqJrhxK7jY0NPHz4ENlsFqIoor29HcFgEC6Xi0sITYAvd0QtwufzIRaL4cGDB+js7HxumaLeJDwajRodvkRRhMPhwMjISKOGTFtg6BK1CEEQMDg4iDt37mB5eRl9fX1QVRUrKyuIxWJQVRWiKKK/vx9+vx+PHj3C8vIyisViU/RFoBqGLlELcbvdsNvtiMViKJVKxnqtLMubChl6e3uNUxtOb1V+Rw3BXc9ELWZwcBD379vx9dc6XnrpJQwPD2N8fHxTIYOiKHC5XPjzzz837QmmxmHoErUYh8OB6emz+OKLAcjy6I43yPr7+wHA6A5GjcfQJWpBn34qo71dxVtvlbFTxXJ7ezusVivi8XjDSo3peQxdohbk8QCffSZhdlbGtWs7F3L09/dDVVXjkEhqLO7TJWpRug688koZ9+6JiEYlbNdEq15YoSgKxvZyfhEdKM50iVqUIADXr8soFES8/35l2+eJooi+vj4UCgU8efLExBHSVhi6RC1saAi4fFnHDz+0YWJi++fVG+XE43FTxkXb4/ICUYsrFIDTp8uQZWBhQd72HLh79+4hnU4jHA435dHkRwVnukQtzmYDvvmmDbGYjKtX1W2fFwgEAACJRMKkkdFWGLpEh8Brrwl4/fUyrlwBYrGtn2O322G327G4uLinkzHoYDB0iQ6Jr76SIUnAf/5TxnaLhqdOnYKu68Y5aGQ+hi7RIdHTA1y5IuCXX2T8+OPWqdvR0QFJkhCLxVgs0SC8kUZ0iFSrwPBwCamUiGi0bctDMhOJBCKRCIaHh+Fyucwf5BHHmS5RE6mft7ZXkgR8+60Va2sSPvxw83WKxSKePHkCXddx+/ZtLCws4PHjx5z1mogzXaImMjExge7u7n23YnznnQquXZMwMyNgeFjD2toa4vE4CoUCgNpNNVEUkfv7CGNBEHD8+HF0d3fD6XTy2PUXiP10iZqIIAjG4ZH7cfVqG376qYIbNxaxsbEE4H+VaT09PbBarQBqR81nMhksLy8jlUohlUpBEAR4vV50d3fD5XIxgA8YQ5eoiciyjFwuh2q1uq/DI10u4LvvBEjSEmRZxunTp+F2uze1gJQkCZ2dnejs7DSa4iQSCaTTaaTTaQCA1+uF3+9nAB8QLi8QNZG1tTXcvXsXsixjdHQUiqLs+Vq6ruPWrVvI5XK4cOHCro7sUVUVmUwGiUQCjx8/Nh73eDzw+/3o6OhgAO8RQ5eoyWQyGdy5cweCIGBkZAQOh2PP1yqVSpiamoLNZsP58+f3dBqwqqrIZrNIJBLIZrPG4263G36/H263mwG8CwxdoiaUz+cxOzsLXddRKoUQDLoxMADsJdvqW8QGBgZw4sSJfY1L0zRkMhkkk0lkMhkAwIkTJzAwMLCv6x4lDF2iJlKfVT4baisrVrz77giKRQtCoSrC4TZcuGDBuXNAIFBr8bgTXdcxMzODQqGw62WGnWiahmw2C6fTua/156OGoUvUYPX102Qyuentu8fjxR9/PEAu58bPPw9helrFwoKMarU25XU6KxgeVhEOyxgbE3H+POD314K4NksuIR6PY2VlBbquQ1EUXLx4cU/LDHQwGLpEDVDfqpVIJLC+vm48vtVOgVgshsXFRZw5cwYejwelEjA/D8zOApOTZdy8qSESsUJVa0H6xhtJXLr0ALqubwpXVVURDAaNAyvJfAxdIpMVi0VMT08DgLEn1u/3b1uUoGkaJicnoes6wuEwLBbLFtcE5uaAmRkVovg7Xn55DYIgwGq1oqurCzabDRaLBYuLi1hfX8fIyAicTucL/11pM4YuUQNEo1F4vV44nc5/9VY/m81ibm5ux5tW6+vrmJ+fR6VSgcViQSgU2hSs1WoVU1NTAIDx8XGuxTYAQ5eoRczNzSGbzWJsbAw2m814vFKpIBKJYHV1FRaLBUNDQzi+3SmVqIXzrVu34PF4EAqFzBg6PYOb64haxNDQEABgfn4euq4bfXEnJyexurqK7u5uhMPhHQMXAJxOJ06ePIlMJoOVlRUzhk7P4HsLohYhyzIGBgYQjUaNXgm5XA6yLOPMmTO7KqIIBoNIp9O4f/8+nE7ngW0jo3/G5QWiFqLrOqamplAqlSAIAoLBIHp7e/dUEfb06VP89ttvUBQFY2NjrCozCUOXqMWUSiXk83kcO3Zs3zPU1dVVLCwssKrMRHxpI2oxVqsVbrf7QJYEfD4fvF4vlpaWnivMoBeHoUt0xA0ODqKtrQ13795FpVJp9HAOPYYu0REnSRLOnj0LTdOMnRH04jB0iQgOhwOBQADr6+tIJpONHs6hxtAlIgDAyZMnYbfbEYlEkM/nGz2cQ4uhS0QAan0gQqEQBEHAw4cPGz2cQ4tbxojoOYVCAYqicN/uC8LQJSIyEV/KiIhMxNAlIjIRQ5eIyEQMXSIiEzF0iYhMxNAlIjIRQ5eIyEQMXSIiEzF0iYhMxNAlIjIRQ5eIyEQMXSIiEzF0iYhMxNAlIjIRQ5eIyET/BXIPpDCNTVmKAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "wntr.graphics.plot_network(wn, link_attribute=pipe_Pr['Minor leak'], node_size=0, link_range=[0,1], link_width=1.5, title='Probability of a minor leak')\n",
    "\n",
    "wntr.graphics.plot_network(wn, link_attribute=pipe_Pr['Major leak'], node_size=0, link_range=[0,1], link_width=1.5, title='Probability of a major leak')\n",
    "\n",
    "gray_red_colormap = wntr.graphics.custom_colormap(3, colors = ['0.75','blue','red'])\n",
    "wntr.graphics.plot_network(wn, link_attribute=pipe_damage_val, node_size=0, link_width=1.5, link_cmap=gray_red_colormap, title='Damage States (Blue = Minor, Red = Major)', add_colorbar=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Simulate hydraulics without repair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kaklise\\Anaconda3\\lib\\site-packages\\scipy\\optimize\\minpack.py:828: OptimizeWarning: Covariance of the parameters could not be estimated\n",
      "  warnings.warn('Covariance of the parameters could not be estimated',\n"
     ]
    }
   ],
   "source": [
    "# The simulation uses pressure driven hydraulics and leak models to account for loss.\n",
    "#for name, node in wn.nodes():\n",
    "#    node.required_pressure = 15\n",
    "wn.options.time.duration = 24*3600\n",
    "wn.options.time.hydraulic_timestep = 3600\n",
    "wn.options.time.report_timestep = 3600\n",
    "wn.options.hydraulic.demand_model = 'PDD'\n",
    "wn.options.hydraulic.required_pressure = 15\n",
    "\n",
    "time_of_failure = 5 # time of failure\n",
    "duration_of_failure = 20 # Select duration of failure    \n",
    "for pipe_name, damage_state in pipe_damage_state.iteritems():\n",
    "    pipe_diameter = wn.get_link(pipe_name).diameter\n",
    "    if damage_state is not None:\n",
    "        # Select leak diameter, uniform dist\n",
    "        if damage_state == 'Major leak':\n",
    "            leak_diameter = np.round(np.random.uniform(0.15,0.3*pipe_diameter,1), 2)[0]\n",
    "            leak_diameter = np.amin([leak_diameter,0.15])\n",
    "            leak_area = 3.14159/4.0*leak_diameter**2\n",
    "        elif damage_state == 'Minor leak':\n",
    "            leak_diameter = np.round(np.random.uniform(0,0.15*pipe_diameter,1), 2)[0]\n",
    "            leak_diameter = np.amin([leak_diameter,0.15])\n",
    "            leak_area = 3.14159/4.0*leak_diameter**2\n",
    "        else:\n",
    "            leak_area = 0\n",
    "        # Add pipe leak to the network\n",
    "        wn = wntr.morph.split_pipe(wn,pipe_name,pipe_name+'A','Leak'+pipe_name)\n",
    "        start_time = time_of_failure*3600\n",
    "        end_time = (time_of_failure+duration_of_failure)*3600\n",
    "        n = wn.get_node('Leak'+pipe_name)\n",
    "        n.add_leak(wn, area=leak_area, start_time=start_time, end_time=end_time)\n",
    "    \n",
    "sim = wntr.sim.WNTRSimulator(wn)\n",
    "results = sim.run_sim()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Identify highest leaks for repair¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Leak329    7.880360\n",
      "Leak171    2.484486\n",
      "Leak114    1.949697\n",
      "Leak159    1.746920\n",
      "dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Rank leaked demand\n",
    "leaked_demand = results.node['leak_demand']\n",
    "leaked_sum = leaked_demand.sum()\n",
    "leaked_sum.sort_values(ascending=False, inplace=True)\n",
    "\n",
    "# Plot leak demand\n",
    "leaked_demand.index = leaked_demand.index/3600\n",
    "ax=leaked_demand.plot(legend=False)\n",
    "ax.set_ylabel('Leak demand (m3/s)')\n",
    "ax.set_xlabel('Time (hr)')\n",
    "\n",
    "# Select top pipes to fix\n",
    "number_of_pipes_to_repair = 4\n",
    "pipes_to_fix = leaked_sum[0:number_of_pipes_to_repair]\n",
    "print(pipes_to_fix)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Simulate hydraulics with repair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "wn.reset_initial_values()\n",
    "\n",
    "duration_of_failure = 10\n",
    "start_time = time_of_failure*3600\n",
    "\n",
    "end_time = (time_of_failure+duration_of_failure)*3600\n",
    "for leak_name in pipes_to_fix.index:\n",
    "    node = wn.get_node(leak_name)\n",
    "    node.remove_leak(wn)\n",
    "    node.add_leak(wn, area=node.leak_area, start_time=start_time, end_time=end_time)\n",
    "    \n",
    "results_wrepair = sim.run_sim()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare results\n",
    "#### Node Pressure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'With repair')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pressure = results.node['pressure']\n",
    "pressure_wrepair = results_wrepair.node['pressure']\n",
    "pressure.index = pressure.index/3600\n",
    "pressure_wrepair.index = pressure_wrepair.index/3600\n",
    "\n",
    "# Junction pressure, network plot\n",
    "fig, axarr = plt.subplots(1,2,figsize=(14,6))\n",
    "ax = axarr[0]\n",
    "pressure_at_24hr = pressure.loc[24,wn.junction_name_list]\n",
    "wntr.graphics.plot_network(wn, node_attribute=pressure_at_24hr, node_size=20, node_range = [0,90], title='Pressure at 24 hours, without repair', ax=ax)\n",
    "ax = axarr[1]\n",
    "pressure_at_24hr = pressure_wrepair.loc[24,wn.junction_name_list]\n",
    "wntr.graphics.plot_network(wn, node_attribute=pressure_at_24hr, node_size=20, node_range = [0,90], title='Pressure at 24 hours, with repair', ax=ax)\n",
    "\n",
    "# Junction pressure, timeseries\n",
    "fig, axarr = plt.subplots(1,2,figsize=(14,4))\n",
    "ax = axarr[0]\n",
    "pressure.loc[:,wn.junction_name_list].plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymin=0)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Junction Pressure (m)')\n",
    "ax.set_title('Without repair')\n",
    "ax = axarr[1]\n",
    "pressure_wrepair.loc[:,wn.junction_name_list].plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymin=0)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Junction Pressure (m)')\n",
    "ax.set_title('With repair')\n",
    "\n",
    "# Tank pressure, timeseries\n",
    "fig, axarr = plt.subplots(1,2,figsize=(14,4))\n",
    "ax = axarr[0]\n",
    "pressure.loc[:,wn.tank_name_list].plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymin=0)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Tank Pressure (m)')\n",
    "ax.set_title('Without repair')\n",
    "ax = axarr[1]\n",
    "pressure_wrepair.loc[:,wn.tank_name_list].plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymin=0)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Tank Pressure (m)')\n",
    "ax.set_title('With repair')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Water service availability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'With repair')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "expected_demand = wntr.metrics.expected_demand(wn)\n",
    "demand = results.node['demand'].loc[:,wn.junction_name_list]\n",
    "demand_wrepair = results_wrepair.node['demand'].loc[:,wn.junction_name_list]\n",
    "expected_demand.index = expected_demand.index/3600\n",
    "demand.index = demand.index/3600\n",
    "demand_wrepair.index = demand_wrepair.index/3600\n",
    "\n",
    "wsa = wntr.metrics.water_service_availability(expected_demand, demand)\n",
    "wsa_wrepair = wntr.metrics.water_service_availability(expected_demand, demand_wrepair)\n",
    "\n",
    "# WSA\n",
    "fig, axarr = plt.subplots(1,2,figsize=(14,4))\n",
    "ax = axarr[0]\n",
    "wsa.plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymin=-0.05, ymax=1.05)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Water service availability')\n",
    "ax.set_title('Without repair')\n",
    "ax = axarr[1]\n",
    "wsa_wrepair.plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymin=-0.05, ymax=1.05)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Water service availability')\n",
    "ax.set_title('With repair')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Population impacted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'With repair')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note that water service availability of NaN is replaced with 0 for the population impacted calculation\n",
    "pop = wntr.metrics.population(wn)\n",
    "pop_impacted = wntr.metrics.population_impacted(pop, wsa.fillna(0), np.less, 0.8)\n",
    "pop_impacted_wrepair = wntr.metrics.population_impacted(pop, wsa_wrepair.fillna(0), np.less, 0.8)\n",
    "\n",
    "# Population impacted\n",
    "fig, axarr = plt.subplots(1,2,figsize=(14,4))\n",
    "ax = axarr[0]\n",
    "pop_impacted.plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymax=35000)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Population impacted')\n",
    "ax.set_title('Without repair')\n",
    "ax = axarr[1]\n",
    "pop_impacted_wrepair.plot(ax=ax, legend=False)\n",
    "ax.set_ylim(ymax=35000)\n",
    "ax.set_xlabel('Time (hr)')\n",
    "ax.set_ylabel('Population impacted')\n",
    "ax.set_title('With repair')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
